{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.svm import LinearSVC, SVC\n",
    "import torch\n",
    "import transformers as tfs\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import re\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "import pymongo\n",
    "import os\n",
    "stop = stopwords.words('english')\n",
    "os.environ[\"KMP_DUPLICATE_LIB_OK\"]=\"TRUE\"\n",
    "from tqdm import tqdm\n",
    "import joblib\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "import string\n",
    "# test_data = pd.read_excel('../data/test/MBFC-sentences-Dataset2.xlsx',engine='openpyxl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# test_data\n",
    "# joblib.dump(test_data,'../data/test/711ktest_data.data')\n",
    "test_data = joblib.load('../data/test/711ktest_data.data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.seq_relationship.weight', 'cls.predictions.decoder.weight', 'cls.predictions.bias', 'cls.predictions.transform.dense.bias', 'cls.seq_relationship.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.transform.LayerNorm.weight']\n",
      "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
      "  0%|                                                                                          | 0/167 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test set shape: (600, 77)\n"
     ]
    },
    {
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      "\r",
      "  1%|▍                                                                               | 1/167 [00:44<2:03:59, 44.81s/it]"
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    {
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     "text": [
      "torch.Size([600, 77, 768])\n",
      "test set shape: (600, 74)\n"
     ]
    },
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     "output_type": "stream",
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      "torch.Size([600, 74, 768])\n",
      "test set shape: (600, 77)\n"
     ]
    },
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      "torch.Size([600, 77, 768])\n",
      "test set shape: (600, 77)\n"
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      "test set shape: (600, 77)\n"
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      "test set shape: (600, 77)\n"
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      "test set shape: (600, 69)\n"
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      "test set shape: (600, 77)\n"
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    {
     "data": {
      "text/plain": [
       "{0:                                                 sentences  polit\n",
       " 200000  Last week, Kim took to Instagram following Kan...      1\n",
       " 200001  The rapper tweeted: 'I would like to apologize...      1\n",
       " 200002  I did not cover her like she has covered me.to...      1\n",
       " 200003               Kim I want to say I know I hurt you.      2\n",
       " 200004                                 Please forgive me.      2\n",
       " ...                                                   ...    ...\n",
       " 200595  The team proved that the drug can be successfu...      1\n",
       " 200596  The finding may be of most benefit in low- and...      2\n",
       " 200597  In fact, these countries see more that 90 per ...      2\n",
       " 200598  The lives of thousands of accident victims cou...      2\n",
       " 200599  Intramuscular tranexamic acid is like a vaccin...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 1:                                                 sentences  polit\n",
       " 200600  An urgent injection of tranexamic acid is life...      2\n",
       " 200601  but patients are not being treated fast enough...      2\n",
       " 200602  A rapid intramuscular injection given by first...      1\n",
       " 200603  Tranexamic acid is already used to stabilise t...      1\n",
       " 200604  At the moment in the NHS tranexamic acid is us...      1\n",
       " ...                                                   ...    ...\n",
       " 201195  Toast the bread and drizzle the remaining tsp ...      1\n",
       " 201196  Place the tomatoes on top and season with salt...      1\n",
       " 201197  Baked eggs with greens and yoghurt Add the spi...      1\n",
       " 201198  If using fresh spinach, put it in a colander, ...      1\n",
       " 201199                          Squeeze out excess water.      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 2:                                                 sentences  polit\n",
       " 201200  In a large, oven-proof pan, heat the oil befor...      1\n",
       " 201201  Add the spinach and season with salt and peppe...      1\n",
       " 201202  Make two small wells in the pan and crack in t...      1\n",
       " 201203  Put the pan in the oven for 12-15mins, then se...      1\n",
       " 201204  Life-enhancing lunches Roast sweet potato stuf...      1\n",
       " ...                                                   ...    ...\n",
       " 201795  The state-of-the-art newsroom is being built o...      2\n",
       " 201796  They reflect the diversity of our country and ...      2\n",
       " 201797  Jennifer Lyons, the tenured Director of News a...      1\n",
       " 201798  She said: 'We’re adding more than 130 NewsNati...      1\n",
       " 201799  We have assembled extraordinary teams both in ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 3:                                                 sentences  polit\n",
       " 201800  They are true journalists coming together with...      2\n",
       " 201801  I think you’re going to learn so much about ou...      1\n",
       " 201802  Earlier this year, Nexstar Chairman, President...      2\n",
       " 201803  We get to the scene of important breaking news...      1\n",
       " 201804  This is a powerful combination and gives us a ...      1\n",
       " ...                                                   ...    ...\n",
       " 202395  As he gets out of his car, the Prime Minister ...      2\n",
       " 202396                                    We can take it!      1\n",
       " 202397                                 Give it 'em back!'      1\n",
       " 202398  He is then taken to look at air raid shelter t...      2\n",
       " 202399  Churchill is so moved he finds it hard not to ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 4:                                                 sentences  polit\n",
       " 202400  Despite the horror of the previous hours, many...      1\n",
       " 202401  The writer Theodora FitzGibbon is in a Chelsea...      1\n",
       " 202402  Jokes were made to relieve the tension, beer m...      1\n",
       " 202403                  We were glued together by dread.'      1\n",
       " 202404  2pm: Ritchie Calder, a member of the Labour Pa...      2\n",
       " ...                                                   ...    ...\n",
       " 202995  Then scroll down to find the answer highlighte...      1\n",
       " 202996  Justin Bieber and his wife Hailey celebrated t...      1\n",
       " 202997  Both the Sorry singer and the Vogue model post...      1\n",
       " 202998  While the crooner said he was 'lucky' to be th...      1\n",
       " 202999  Wedded bliss: Justin Bieber and his wife Haile...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 5:                                                 sentences  polit\n",
       " 203000  Then on September 20, 2019 they had a big wedd...      2\n",
       " 203001                    Justin started, 'Hailey Bieber.      1\n",
       " 203002                 I am so lucky to be YOUR husband!'      1\n",
       " 203003  The Company hitmaker also said: 'You teach me ...      2\n",
       " 203004                                    It's true love!      1\n",
       " ...                                                   ...    ...\n",
       " 203595  As cases surged at Illinois State, the town´s ...      2\n",
       " 203596  He also limited gatherings near campus to no m...      2\n",
       " 203597  While some colleges have sent students home am...      2\n",
       " 203598  Some have moved classes online but urged stude...      2\n",
       " 203599  Among them is the University of Notre Dame, wh...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 6:                                                 sentences  polit\n",
       " 203600  Weeks later, after a sharp decrease in infecti...      2\n",
       " 203601  Other schools are hoping to replicate that suc...      2\n",
       " 203602  In a recent call with governors, Dr. Deborah B...      2\n",
       " 203603  Education Secretary Betsy DeVos has also endor...      2\n",
       " 203604  Amanda Kloots took to Instagram Sunday with an...      1\n",
       " ...                                                   ...    ...\n",
       " 204195  TTMW (AK Two Minute Workout) during the Instag...      1\n",
       " 204196  The premise: Her new workout focuses on using ...      1\n",
       " 204197                     TTMW (AK Two Minute Workout) '      1\n",
       " 204198  I love using no excuses workouts,' she reveale...      1\n",
       " 204199              And this workout is prefect for that.      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 7:                                                 sentences  polit\n",
       " 204200                     I set a timer for two minutes.      1\n",
       " 204201  We do each movement for two minutes and then w...      1\n",
       " 204202                                       Family time:      1\n",
       " 204203  Kloots also brought her 16-month old son Elvis...      1\n",
       " 204204  He could be seen lounging on the green grass o...      2\n",
       " ...                                                   ...    ...\n",
       " 204795  And on Wednesday, Shawn Mendes and Camila Cabe...      1\n",
       " 204796  The Canadian singer, 22, is seen cuddling the ...      1\n",
       " 204797                                 New family member:      2\n",
       " 204798  Shawn Mendes is seen cuddling new puppy Tarzan...      1\n",
       " 204799  The two haven't stated what breed Tarzan is bu...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 8:                                                 sentences  polit\n",
       " 204800  Cabello, 23, posted the video and in the capti...      1\n",
       " 204801  Love: 'I'm starting to smell like you, because...      1\n",
       " 204802  Cabello, 23, shared: 'During uncertain times l...      1\n",
       " 204803  The Cuban-American singer added a few words ab...      2\n",
       " 204804  Sending to love all of you guys and remember: ...      2\n",
       " ...                                                   ...    ...\n",
       " 205395  Tequila shots: Gina, Emily and Shannon then be...      1\n",
       " 205396  I think he wanted to not know,' she sighed, as...      1\n",
       " 205397  Probably,' Braunwyn replied, deciding to grab ...      1\n",
       " 205398  Shannon was upset, saying to the cameras, 'Thi...      1\n",
       " 205399                                 Get the f*** out!'      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 9:                                                 sentences  polit\n",
       " 205400  Drinking urge: Braunwyn looked shattered to se...      1\n",
       " 205401  She walked off her agitation on an in-house tr...      1\n",
       " 205402                       Time,' Sean reassured her. '      1\n",
       " 205403       That's what you have on your side, is time.'      1\n",
       " 205404  The host: Shannon was upset, saying to the cam...      1\n",
       " ...                                                   ...    ...\n",
       " 205995                                                Low      1\n",
       " 205996  The Hemsworth brothers - Chris, Liam and Luke ...      1\n",
       " 205997  And it's clear the apple doesn't fall far from...      1\n",
       " 205998  Thor actor Chris, 37, left fans gobsmacked on ...      1\n",
       " 205999                                  No way she is 60!      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 10:                                                 sentences  polit\n",
       " 206000  Chris Hemsworth (right) left fans stunned on S...      1\n",
       " 206001  Love ya, mum,' he wrote in the caption, prompt...      1\n",
       " 206002                                Are you kidding me?      2\n",
       " 206003                                         She is 60!      2\n",
       " 206004                                            No way.      1\n",
       " ...                                                   ...    ...\n",
       " 206595                                         Shout out!      1\n",
       " 206596  Chrissy wrote a 'love note' to her Cravings co...      1\n",
       " 206597  Wearing digital chefs hats, Chrissy fiercely e...      1\n",
       " 206598  Ok I know our brains are crumbling with electi...      2\n",
       " 206599  but I'd just like to lighten the mood by sayin...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 11:                                                 sentences  polit\n",
       " 206600  and I couldn't be happier,' Chrissy captioned ...      1\n",
       " 206601                We did the first two books together      1\n",
       " 206602  and she's currently living with me, as we alwa...      1\n",
       " 206603  A lot of people hide their co authors but I'm ...      1\n",
       " 206604  Hitting the campaign trail: Chrissy and her fa...      2\n",
       " ...                                                   ...    ...\n",
       " 207195  Google has added 'Hey, Google' abilities to th...      1\n",
       " 207196  The capability is part of a larger launch for ...      1\n",
       " 207197  Scroll down for videos Nike's Adapt BB basketb...      1\n",
       " 207198  The shoe has built-in motors and gear train se...      1\n",
       " 207199  By manual touch or by using the Nike Adapt app...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 12:                                                 sentences  polit\n",
       " 207200  Players can opt in to firmware updates for the...      1\n",
       " 207201  Nike's $400 sneakers is designed with a power-...      1\n",
       " 207202  The shoes also come with the Nike Adapt compan...      1\n",
       " 207203  And when you are ready to take the Nike's off,...      1\n",
       " 207204  To use the Google supported app, users just ha...      1\n",
       " ...                                                   ...    ...\n",
       " 207795  Meghan's appearance on CNN marked the first ti...      1\n",
       " 207796  Meghan's appearance on CNN on Monday, pictured...      2\n",
       " 207797  When kids' lunch programs came to a halt, we s...      2\n",
       " 207798  She added that 'we as a community showed up' t...      2\n",
       " 207799  She did not address her own loss, but told how...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 13:                                                 sentences  polit\n",
       " 207800  Meghan had been speaking as part of the CNN He...      1\n",
       " 207801  She's the rising Italian actress who plays Ele...      1\n",
       " 207802  And now Matilda de Angelis has revealed what i...      1\n",
       " 207803  I can't tell you if she was a good kisser or n...      1\n",
       " 207804  Breakout role: Rising Italian actress Matilda ...      1\n",
       " ...                                                   ...    ...\n",
       " 208395  Full Authority is walked by a trainer in the p...      2\n",
       " 208396  Saturday's event marks the first time the derb...      2\n",
       " 208397  A handful of people were allowed in the venue ...      1\n",
       " 208398  Horse owner Keith Delaney (right) donned a mas...      2\n",
       " 208399  Demi Lovato is opening up about her year so fa...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 14:                                                 sentences  polit\n",
       " 208400  In a new essay for Vogue on Tuesday, the I Lov...      1\n",
       " 208401  Depression and mental illness are part of my h...      2\n",
       " 208402  Reflection: Demi Lovato is opening up about he...      1\n",
       " 208403  She said that with all the sudden downtime, sh...      1\n",
       " 208404             \"What's going to get me through this?\"      1\n",
       " ...                                                   ...    ...\n",
       " 208995  You are responsible for your own safety,' they...      2\n",
       " 208996  Hunter Biden had a 'financial relationship' wi...      2\n",
       " 208997  The 87-page report was released on Wednesday b...      2\n",
       " 208998  The report did not implicate Joe Biden in wron...      2\n",
       " 208999  It also states that on Valentine's Day in 2014...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 15:                                                 sentences  polit\n",
       " 209000  Hunter Biden had a 'financial relationship' wi...      2\n",
       " 209001  Baturina, with an estimated fortune of $1.2 bi...      1\n",
       " 209002  Much of her fortune was built with constructio...      2\n",
       " 209003  The GOP report also states that between May 6,...      2\n",
       " 209004  The transactions all listed 'Loan Agreement' i...      1\n",
       " ...                                                   ...    ...\n",
       " 209595  Guillen's family has said Robinson, the soldie...      1\n",
       " 209596  Guillen was assigned to work in an armory room...      2\n",
       " 209597  On April 23, the US Army Criminal Investigatio...      2\n",
       " 209598  Members of #TeamVanessa and FIEL Houston gathe...      2\n",
       " 209599  That day, Robinson, of Calumet City, Illinois,...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 16:                                                 sentences  polit\n",
       " 209600  The Army was receiving 20 to 30 tips per day a...      1\n",
       " 209601  Phone records helped lead investigators to Agu...      1\n",
       " 209602  Investigators believe she helped Robinson hide...      1\n",
       " 209603  Aguilar, of Killeen, Texas, near Fort Hood, is...      2\n",
       " 209604  The Army said a contractor not involved with t...      2\n",
       " ...                                                   ...    ...\n",
       " 210195                                       Just a mask.      2\n",
       " 210196  And by the way, in terms of the whole notion o...      2\n",
       " 210197                                        Nor do you.      2\n",
       " 210198                                  I know you don't.      2\n",
       " 210199                      What we trust is a scientist.      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 17:                                                 sentences  polit\n",
       " 210200                                      DONALD TRUMP:      1\n",
       " 210201         You don't trust Johnson & Johnson, Pfizer?      2\n",
       " 210202                              Part 2 CHRIS WALLACE:      2\n",
       " 210203                        Okay, gentlemen, gentlemen.      1\n",
       " 210204  Let me move on to questions about the future b...      1\n",
       " ...                                                   ...    ...\n",
       " 210795  A source told MailOnline that Dominic and Lily...      1\n",
       " 210796  Stroking her face: The pair looked very at eas...      1\n",
       " 210797                                  Working together?      1\n",
       " 210798  A source told MailOnline that Dominic and Lily...      1\n",
       " 210799  At the end of lunch Lily sat next to Dominic a...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 18:                                                 sentences  polit\n",
       " 210800  For lunch they joined their friend and mutual ...      2\n",
       " 210801  At the end of lunch Lily sat next to Dominic a...      1\n",
       " 210802  Lily looked incredible wearing a pretty floral...      1\n",
       " 210803  Love: The actor has been married to Irish land...      1\n",
       " 210804  Done and dusted: On Thursday, it was announced...      1\n",
       " ...                                                   ...    ...\n",
       " 211395  Other research suggests people are more likely...      1\n",
       " 211396  Almost 100 people caught COVID-19 after one in...      2\n",
       " 211397  Gov. Mike DeWine said in a press briefing Tues...      2\n",
       " 211398                 It spread like wildfire, wildfire.      2\n",
       " 211399                  Very, very scary,' DeWine said. '      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 19:                                                 sentences  polit\n",
       " 211400  We know that our faith-based leaders want noth...      2\n",
       " 211401  This comes as the state grapples to bring the ...      2\n",
       " 211402  Almost 100 people caught COVID-19 after one in...      2\n",
       " 211403  The community spread of coronavirus among the ...      2\n",
       " 211404  The man infected 53 people at the church and 1...      2\n",
       " ...                                                   ...    ...\n",
       " 211995  But a recent uptick has led to more than 40,00...      2\n",
       " 211996  Russia registered a vaccine in August despite ...      2\n",
       " 211997  The so-called Sputnik V jab was developed by M...      2\n",
       " 211998  Just two months after voting to dismantle the ...      2\n",
       " 211999  Residents are asking, \"Where are the police?\"'...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 20:                                                 sentences  polit\n",
       " 212000  That is the only public safety option they hav...      1\n",
       " 212001                                               MPD.      1\n",
       " 212002                                  They rely on MPD.      1\n",
       " 212003  And they are saying they are nowhere to be seen.'      1\n",
       " 212004  Osman and other council members questioned pol...      1\n",
       " ...                                                   ...    ...\n",
       " 212595  Taking responsibility: Wallen confirmed the un...      1\n",
       " 212596  I don't know, It's left me with less joy, so I...      1\n",
       " 212597  I'm gonna take a step back from the spotlight ...      1\n",
       " 212598  I wish I could have made country music and my ...      1\n",
       " 212599  Morgan revealed that Saturday Night Live's exe...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 21:                                                 sentences  polit\n",
       " 212600  He claimed that Lorne told him the show would ...      1\n",
       " 212601  And lastly, I know that I am taking some heat,...      2\n",
       " 212602  It may be a second before you hear from me for...      2\n",
       " 212603                         and I'll talk to you soon.      1\n",
       " 212604                                         Love you!'      1\n",
       " ...                                                   ...    ...\n",
       " 213195                                       I love you.'      2\n",
       " 213196  Hadid's mini-me has already received gifts fro...      1\n",
       " 213197  Additionally, Jimmy Fallon, who Hadid refers t...      1\n",
       " 213198  Thoughtful: Moments after posting her thank yo...      1\n",
       " 213199  Gigi is very tired, but is already an amazing ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 22:                                                 sentences  polit\n",
       " 213200                                            News. '      1\n",
       " 213201  The first couple of weeks have been a hard tra...      2\n",
       " 213202  The insider said: 'They feel peaceful staying ...      1\n",
       " 213203  Gigi wants the most privacy for their baby and...      1\n",
       " 213204  Gigi is very tired but is already an amazing m...      1\n",
       " ...                                                   ...    ...\n",
       " 213795                                           Careful:      1\n",
       " 213796  The mother daughter duo made sure to put safet...      1\n",
       " 213797  Moving: Throughout her pregnancy, Schwarzenegg...      1\n",
       " 213798  In June, she went live on Instagram with Dr. Z...      1\n",
       " 213799  I mean I’m really lucky to be living in like v...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 23:                                                 sentences  polit\n",
       " 213800  Happy in love: Chris Pratt and his wife, Kathe...      1\n",
       " 213801  And then obviously I have a wonderful husband ...      1\n",
       " 213802                           So that’s been helpful.'      1\n",
       " 213803  She said of the overall experience that 'I'm l...      1\n",
       " 213804  Chris and Katherine tied the knot last summer ...      1\n",
       " ...                                                   ...    ...\n",
       " 214395  Kristen Choi, an assistant professor of the Sc...      1\n",
       " 214396  However, after the second jab, she had a heada...      1\n",
       " 214397  She said that she worried that she may have co...      2\n",
       " 214398  Choi says her symptoms disappeared after 24 ho...      1\n",
       " 214399  In an opinion piece, published in JAMA Interna...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 24:                                                 sentences  polit\n",
       " 214400  She said the recruitment website was inviting ...      1\n",
       " 214401  Within a few days of entering her contact info...      2\n",
       " 214402  Because the trial is randomized, considered th...      1\n",
       " 214403  Choi said her symptoms disappeared within 24 h...      2\n",
       " 214404  The nurse says the side effects are a natural ...      2\n",
       " ...                                                   ...    ...\n",
       " 214995  He noted the strange man continued to act biza...      1\n",
       " 214996  There were reports that he was trying to ask s...      2\n",
       " 214997  To wrap up the night the producers announced t...      1\n",
       " 214998  Suddenly the \"daughter\" lifted her hoop skirt,...      1\n",
       " 214999  Shocked audience members marched to the checko...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 25:                                                 sentences  polit\n",
       " 215000  My precious daughter and I walked out into the...      1\n",
       " 215001  Of course our cotillion friends, having been h...      2\n",
       " 215002  He said while he wasn't mad about being pranke...      1\n",
       " 215003  The friend discovered that everyone on Team B ...      1\n",
       " 215004  Cohen’s modus operandi seems to be trying to e...      2\n",
       " ...                                                   ...    ...\n",
       " 215595  Steve Blackman, who serves as the showrunner a...      1\n",
       " 215596  Page celebrated the news of her show's renewal...      1\n",
       " 215597  Oh my god we're back again,' she caption the i...      1\n",
       " 215598  Back at it: Page and much of the principle cas...      1\n",
       " 215599  The shows follows a group of seven children of...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 26:                                                 sentences  polit\n",
       " 215600  Excited: The Juno star celebrated the renewal ...      1\n",
       " 215601  Seven of these mysterious babies are adopted b...      1\n",
       " 215602  A seventh, Vanya (Page), is initially led to b...      1\n",
       " 215603  The first season saw the group trying to preve...      1\n",
       " 215604  Saving the future: The first season saw the gr...      1\n",
       " ...                                                   ...    ...\n",
       " 216195  Simon is also set to throw his support behind ...      1\n",
       " 216196  The performance - which will air live - will f...      1\n",
       " 216197  The theatre industry has been one of the harde...      1\n",
       " 216198  After seven months of total shutdown, 60 perfo...      1\n",
       " 216199  BGT's grand finale will air on Saturday, with ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 27:                                                 sentences  polit\n",
       " 216200  The series, which resumed filming last month, ...      1\n",
       " 216201  Five acts put through by the public vote acros...      1\n",
       " 216202  Taylor Swift has given a rare insight into her...      1\n",
       " 216203  The loved up couple collaborated on some track...      1\n",
       " 216204  Speaking to Zane Lowe about the actor, 29, on ...      1\n",
       " ...                                                   ...    ...\n",
       " 216795  In 2001, the B-2 Spirit logged 44 hours consec...      1\n",
       " 216796                         Capable of carrying 16 B61      1\n",
       " 216797  Nuclear free fall bombs or 80 conventional 500...      1\n",
       " 216798  It's 'flying wing' design allows it to penetra...      1\n",
       " 216799  The project was originally conceived during th...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 28:                                                 sentences  polit\n",
       " 216800  It was shrouded in secrecy and cost nearly $45...      1\n",
       " 216801  With just one air-to-air refueling the B-2 is ...      1\n",
       " 216802  This means that there is rarely a need to depl...      2\n",
       " 216803                                      Advertisement      2\n",
       " 216804  According to Russian media, two Tu-160 planes ...      2\n",
       " ...                                                   ...    ...\n",
       " 217395  She even described the federal help as potenti...      2\n",
       " 217396  What we will receive is resources that are goi...      2\n",
       " 217397           She said Laushch would be 'in the loop.'      2\n",
       " 217398  She called what happened in Portland 'not only...      2\n",
       " 217399  President Donald Trump on Thursday claimed Kim...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 29:                                                 sentences  polit\n",
       " 217400                     Kim Jong Un is in good health.      2\n",
       " 217401    Never underestimate him!,' he wrote on Twitter.      2\n",
       " 217402  His tweet comes after transcripts of Kim's 'lo...      1\n",
       " 217403  There have been concerns about Kim's health fo...      2\n",
       " 217404  He's been seen rarely in public since April am...      1\n",
       " ...                                                   ...    ...\n",
       " 217995  her first snow' Gigi captioned the snap, inclu...      2\n",
       " 217996  The elder Hadid daughter’s enthusiasm for the ...      1\n",
       " 217997  Snow day: The elder Hadid daughter’s enthusias...      1\n",
       " 217998  Gigi shares her daughter, who has yet to be pu...      1\n",
       " 217999  The pair reportedly gave birth to the little o...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 30:                                                 sentences  polit\n",
       " 218000  Cara Delevingne is facing accusations of break...      1\n",
       " 218001  The model was allegedly among the 30 people wh...      1\n",
       " 218002  And the purported violation came less than one...      1\n",
       " 218003                                Breaking the rules?      2\n",
       " 218004  Cara Delevingne is facing accusations of break...      1\n",
       " ...                                                   ...    ...\n",
       " 218595  The home features 33-foot ceilings, a sculptur...      1\n",
       " 218596  Chrissy also showed off a stylish new pair of ...      1\n",
       " 218597  Determined to keep the space tidy, she told fa...      1\n",
       " 218598  In a caption for the post Chrissy also wrote: ...      1\n",
       " 218599  Chrissy showed off a stylish new pair of $860 ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 31:                                                 sentences  polit\n",
       " 218600  The mother-of-two has recently been letting fa...      1\n",
       " 218601  In the video, John tenderly holds his wife as ...      1\n",
       " 218602  The day before the home hit the market the sup...      1\n",
       " 218603  The mother-and-daughter pair appeared to be pi...      1\n",
       " 218604      The couple also share two-year-old son Miles.      1\n",
       " ...                                                   ...    ...\n",
       " 219195  Business as usual: Britney Spears is continuin...      1\n",
       " 219196  The outlet also reported that the Work singer ...      1\n",
       " 219197  Jamie has always had a tendency to shut down B...      1\n",
       " 219198  The report comes just one day after a judge in...      1\n",
       " 219199  And following the court decision Tuesday, the ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 32:                                                 sentences  polit\n",
       " 219200  In the caption, she wrote: 'Keep JUMPING towar...      1\n",
       " 219201  Tough times: The Toxic hitmaker's sweat sessio...      1\n",
       " 219202  It's the latest twist in the ongoing drama bet...      1\n",
       " 219203  The judge declined the request for his removal...      2\n",
       " 219204  Earlier, Britney's attorney Samuel D. Ingham I...      2\n",
       " ...                                                   ...    ...\n",
       " 219795                we likewise support your decision.'      1\n",
       " 219796  His wife Brenda also contracted the virus, alo...      2\n",
       " 219797  Van Noy's wife Brenda also contracted the viru...      2\n",
       " 219798  The couple are pictured together Idaho pastor ...      1\n",
       " 219799                                       I’m humbled.      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 33:                                                 sentences  polit\n",
       " 219800  I have Covid and some of my friends have Covid...      1\n",
       " 219801                          Please take this serious.      2\n",
       " 219802                                  Pray for healing.      2\n",
       " 219803                                   Love each other.      1\n",
       " 219804  Pray for those who have lost loved ones becaus...      2\n",
       " ...                                                   ...    ...\n",
       " 220395  Sources told the outlet that this was not the ...      1\n",
       " 220396  Producers responded that 'Our executive produc...      2\n",
       " 220397  Her character also came under fire after a ser...      1\n",
       " 220398  (Porter's effort was linked to a charity drive...      2\n",
       " 220399  Host with the most... complaints: Ellen, 62, h...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 34:                                                 sentences  polit\n",
       " 220400  It’s not your fault, just suck it up for the d...      1\n",
       " 220401  \" They didn’t believe it, but it ended up bein...      1\n",
       " 220402  Everyone must chew gum from a bowl outside her...      2\n",
       " 220403  Ellen - who Forbes reported is worth around $3...      1\n",
       " 220404  NASA has started work on a spaceship that will...      2\n",
       " ...                                                   ...    ...\n",
       " 220995  Comparing the vice presidential candidate to S...      2\n",
       " 220996  President Donald Trump assured Sunday morning ...      2\n",
       " 220997  [She is] more liberal than Bernie Sanders,' Tr...      2\n",
       " 220998  Kamala's a socialist,' he continued, adding: '...      2\n",
       " 220999  She's really going to be running it,' Trump ad...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 35:                                                 sentences  polit\n",
       " 221000  She's not a person that's liked,' he lambasted...      2\n",
       " 221001  I think people will fall out of love with her ...      1\n",
       " 221002  Trump also pointed to the primary elections ea...      2\n",
       " 221003  She was one of the seven candidates who withdr...      2\n",
       " 221004  Trump has pointed to Harris earning only 2 per...      2\n",
       " ...                                                   ...    ...\n",
       " 221595  She claimed her brother is troubled and that t...      1\n",
       " 221596  In the past, she said he'd stolen their mother...      2\n",
       " 221597  He has a son and daughter from a previous rela...      1\n",
       " 221598  Reinoehl, according to his social media pages,...      2\n",
       " 221599          The 48-year-old has a long arrest record.      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 36:                                                 sentences  polit\n",
       " 221600  He has been attending protests in Portland sin...      2\n",
       " 221601      He describes himself online as '100% ANTIFA'.      2\n",
       " 221602  He has not been arrested or charged This is on...      2\n",
       " 221603  It's unclear if this is the image Reinoehl's s...      2\n",
       " 221604            He was a member of the right-wing group      2\n",
       " ...                                                   ...    ...\n",
       " 222195                        You are in trouble, Tony. '      2\n",
       " 222196  If the world could see how you are living, the...      2\n",
       " 222197  And that's not how you should go down or be kn...      1\n",
       " 222198                Your body cannot take not sleeping.      2\n",
       " 222199  And the amount of N2O you are doing is not nat...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 37:                                                 sentences  polit\n",
       " 222200  You will not hack sleep and you will not outsm...      2\n",
       " 222201  The references to his drug taking in her lette...      2\n",
       " 222202  They said that Hsieh's drug abuse was growing ...      2\n",
       " 222203  One colleague said Hsieh surrounded himself wi...      2\n",
       " 222204  Hsieh, 46, was pulled unconscious from a burni...      2\n",
       " ...                                                   ...    ...\n",
       " 222795  Perplexing: Although he is unsure of just what...      1\n",
       " 222796  Whether I just have a cold or flu or something...      1\n",
       " 222797  Hunnam noted that the 'delicious irony' of him...      1\n",
       " 222798  If there is something floating around, I'm gon...      1\n",
       " 222799   And I think it's because I am such a germaphobe!      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 38:                                                 sentences  polit\n",
       " 222800   I just have a very weak immune system,' he said.      1\n",
       " 222801  Total germaphobe: Hunnam noted that the 'delic...      1\n",
       " 222802   And I think it's because I am such a germaphobe!      1\n",
       " 222803  I just have a very weak immune system,' he sai...      1\n",
       " 222804  The film centers around a 'reluctant bare-knuc...      1\n",
       " ...                                                   ...    ...\n",
       " 223395  Jamarcus Glover (right), who was arrested in a...      1\n",
       " 223396  The fact that they would try to even represent...      2\n",
       " 223397  In a Facebook post, Aguiar added that the plea...      2\n",
       " 223398  Breonna Taylor is not a 'co-defendant' in a cr...      1\n",
       " 223399                                        She's dead.      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 39:                                                 sentences  polit\n",
       " 223400  Way to try and attack a woman when she's not e...      2\n",
       " 223401  Aguiar noted the plea deal was made on July 13...      2\n",
       " 223402  Glover was arrested in a drug raid just moment...      1\n",
       " 223403  Sam Aguiar, the attorney who is representing T...      1\n",
       " 223404        Officers never found any drugs in her home.      1\n",
       " ...                                                   ...    ...\n",
       " 223995  Her priority is making sure her children grow ...      2\n",
       " 223996  Mother: Clarkson is a mother of two, with six-...      1\n",
       " 223997  She's always thought of Seth and Savannah as h...      1\n",
       " 223998  Kelly wants to remain close with her step-kids...      2\n",
       " 223999  She has impressed everyone with her incredible...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 40:                                                 sentences  polit\n",
       " 224000  And on Wednesday, Rebel Wilson showed off the ...      1\n",
       " 224001  The actress, 40, shared a photo of herself pos...      1\n",
       " 224002                                      Looking good!      2\n",
       " 224003  Rebel Wilson showed off her slimmed-down figur...      1\n",
       " 224004  The actress, 40, shared a photo of herself pos...      1\n",
       " ...                                                   ...    ...\n",
       " 224595                      I know what I saw, and when.'      1\n",
       " 224596  Yet the Health Secretary has refused 30 times ...      2\n",
       " 224597  Last night, former Labour MP John Mann, who is...      2\n",
       " 224598  We in Parliament have a duty to respect the ru...      2\n",
       " 224599  But more than that, we have a duty to be seen ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 41:                                                 sentences  polit\n",
       " 224600  However, Charles Walker, the senior Tory MP wh...      1\n",
       " 224601  Commons Speaker Sir Lindsay Hoyle (pictured) y...      2\n",
       " 224602  But earlier in the week, authorities reacted t...      2\n",
       " 224603  Ex-Health Secretary accused of cynically posit...      2\n",
       " 224604  Mr Hunt joined Labour leader Sir Keir Starmer ...      2\n",
       " ...                                                   ...    ...\n",
       " 225195                                  I don't fight it.      1\n",
       " 225196                     But apparently, I'm annoying.'      1\n",
       " 225197  Tiger King's Joe Exotic has shown off the pris...      1\n",
       " 225198  The reality TV star, 57, has written to Donald...      1\n",
       " 225199  Former zoo owner Joe, real name Joseph Maldona...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 42:                                                 sentences  polit\n",
       " 225200  In an email he claimed: 'I was tied in a chair...      1\n",
       " 225201    There is no mental help there—it’s just abuse.'      2\n",
       " 225202  Federal prison sources told TMZ: 'There was no...      2\n",
       " 225203  He is currently at the Federal Medical Center ...      2\n",
       " 225204  In his handwritten letter to the president, ob...      2\n",
       " ...                                                   ...    ...\n",
       " 225795  MailOnline has contacted Emma's representative...      2\n",
       " 225796  The long-awaited fourth series of The Crown wi...      1\n",
       " 225797  Diana married Charles in 1981, and the couple ...      1\n",
       " 225798  After separating in 1991, the couple divorced ...      1\n",
       " 225799  Emma's casting was announced in April 2019, wi...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 43:                                                 sentences  polit\n",
       " 225800  As well as having the innocence and beauty of ...      1\n",
       " 225801                                                  '      1\n",
       " 225802                                       Mutual pals:      1\n",
       " 225803  But while there is reportedly 'nothing romanti...      1\n",
       " 225804  The next series will be released later this ye...      1\n",
       " ...                                                   ...    ...\n",
       " 226395  Chad is now seeking to avoid trial altogether ...      1\n",
       " 226396  Tylee vanished on September 8, 2019, just days...      1\n",
       " 226397  Investigators said her body was burned and dis...      2\n",
       " 226398  JJ was last seen two weeks later on September 23.      1\n",
       " 226399  His body was wrapped in duct tape and plastic ...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 44:                                                 sentences  polit\n",
       " 226400  Authorities believe Lori's now-deceased brothe...      1\n",
       " 226401  Neither Chad nor Lori have been accused of har...      1\n",
       " 226402  Authorities have yet to say how the children d...      2\n",
       " 226403  The search for JJ and Tylee began back in Nove...      1\n",
       " 226404  The story captured nationwide attention with t...      1\n",
       " ...                                                   ...    ...\n",
       " 226995  A significant number of viewers took to Twitte...      1\n",
       " 226996  Others made memes poking fun at the sheer rand...      2\n",
       " 226997  Several shared humorous images that expressed ...      1\n",
       " 226998  Social media users have shared a series of hil...      1\n",
       " 226999  Senator Cory Booker accused President Donald T...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 45:                                                 sentences  polit\n",
       " 227000  Trump claimed in an early morning tweet 'subur...      2\n",
       " 227001  He misspelled the senator's name, adding an 'e...      2\n",
       " 227002  Booker tweeted back at him: 'Donaled, your rac...      2\n",
       " 227003                                            -Cory.'      1\n",
       " 227004  Senator Cory Booker accused Donald Trump of ra...      2\n",
       " ...                                                   ...    ...\n",
       " 227595                           Please stop with this. '      2\n",
       " 227596  Anyone peddling this s*** is not only hurting ...      1\n",
       " 227597                                             (sic)'      2\n",
       " 227598  It was also wrongly claimed that ex-vocalist S...      1\n",
       " 227599  He is an avid foodie and even has his own cook...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 46:                                                 sentences  polit\n",
       " 227600  But American rapper Snoop Dogg turned to his A...      1\n",
       " 227601  The 49-year-old tweeted: 'Gettin me some sausa...      1\n",
       " 227602                               Tomato or BBQ sauce?      1\n",
       " 227603                         What do you Aussies do?' '      1\n",
       " 227604                              Tomato or BBQ sauce?'      1\n",
       " ...                                                   ...    ...\n",
       " 228195  Michigan is a vital Electoral College battlegr...      2\n",
       " 228196  While Trump aides had all but written off the ...      2\n",
       " 228197  But Democrats see optimism, too, having made m...      2\n",
       " 228198  Both candidates have been paying frequent visi...      2\n",
       " 228199  Just hours after Clare Crawley and Dale Moss' ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 47:                                                 sentences  polit\n",
       " 228200  Crawley, 39, accepted the proposal of Moss, 32...      1\n",
       " 228201  Crawley also shared a photo from the proposal ...      1\n",
       " 228202                                       Love wins!!!      1\n",
       " 228203                       I love you @dalemoss13 !!!!'      1\n",
       " 228204  Kiss: Just hours after Clare Crawley and Dale ...      1\n",
       " ...                                                   ...    ...\n",
       " 228795  But Billie Eilish threw it back to her younger...      1\n",
       " 228796  The future Grammy winner wore a baby pink buck...      1\n",
       " 228797  Future superstar: Billie Eilish celebrated her...      1\n",
       " 228798  Fans sent their birthday love to Billie in the...      1\n",
       " 228799  Billie is not even out of her teens and has al...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 48:                                                 sentences  polit\n",
       " 228800                                  Living the dream!      1\n",
       " 228801  In 2020, she became the youngest artist to win...      1\n",
       " 228802  Blurry Getting the word out: Eilish teased the...      1\n",
       " 228803  The hit-maker will be giving fans a rare and i...      1\n",
       " 228804  The newly-released trailer begins with Eilish ...      1\n",
       " ...                                                   ...    ...\n",
       " 229395  The collaboration came about because of the re...      1\n",
       " 229396  Mellencamp hinted at chaos in a group photo fr...      1\n",
       " 229397  And like my tagline says, you never know what ...      1\n",
       " 229398  Love that so many of my friends were able to j...      1\n",
       " 229399  *Not everyone could be photographed bc [poop e...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 49:                                                 sentences  polit\n",
       " 229400  Thank you @doritkemsley @kylerichards18 for ho...      1\n",
       " 229401  In a teaser for the tonight's RHOBH, hosts Dor...      1\n",
       " 229402  Even though that last night we tried to patch ...      1\n",
       " 229403  Dorit was optimistic, telling cameras: 'I know...      1\n",
       " 229404                  She doesn't shy away from things.      1\n",
       " ...                                                   ...    ...\n",
       " 229995  A faithful family dog in China has gone on a t...      1\n",
       " 229996  The one-year-old golden retriever, named Ping ...      1\n",
       " 229997  The limping canine was spotted outside an offi...      2\n",
       " 229998  A faithful family dog in China has gone on a t...      1\n",
       " 229999  The picture shows the golden retriever, Ping A...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 50:                                                 sentences  polit\n",
       " 230000  They then drove over two hours to drop off Pin...      1\n",
       " 230001  But nearly four months later, the family was d...      1\n",
       " 230002  What the family didn't know was that their loy...      1\n",
       " 230003  The family living in eastern China's Qidong ci...      1\n",
       " 230004  The pet walked over 62 miles for 14 days in bi...      1\n",
       " ...                                                   ...    ...\n",
       " 230595  Raniere moved her and her sister to the US fro...      2\n",
       " 230596                        She called him a 'monster'.      2\n",
       " 230597  Fifteen women gave victim impact statements on...      2\n",
       " 230598  Among them were former girlfriends of Raniere ...      2\n",
       " 230599  They labeled him a 'parasite' and a 'psycholog...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 51:                                                 sentences  polit\n",
       " 230600               He screwed with my mind for so long.      1\n",
       " 230601  It is difficult for me to utter his name, so I...      2\n",
       " 230602  I can still hear his voice in my head — it con...      2\n",
       " 230603  She also told the court that she was 15 and he...      1\n",
       " 230604                                    He denies it. '      2\n",
       " ...                                                   ...    ...\n",
       " 231195  He was sporting a similar white singlet and sh...      1\n",
       " 231196  I see Wolverine,' one follower commented while...      2\n",
       " 231197                                         Lookalike!      1\n",
       " 231198  Followers were quick to point out how similar ...      1\n",
       " 231199  I see Wolverine,' one follower commented while...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 52:                                                 sentences  polit\n",
       " 231200  It's the first glimpse followers have had of L...      1\n",
       " 231201  His last Instagram post featured pictures and ...      2\n",
       " 231202  The actor has kept a low profile since settlin...      1\n",
       " 231203  Chill pair: The actor has kept a low profile s...      1\n",
       " 231204  The pair confirmed their romance earlier this ...      1\n",
       " ...                                                   ...    ...\n",
       " 231795  Across America, the death toll is inching clos...      2\n",
       " 231796  After their to-ing and fro-ing, Gareth Southga...      1\n",
       " 231797  Tottenham were 4-1 up at half-time against Mac...      1\n",
       " 231798  They were 4-1 up at half-time against Manchest...      1\n",
       " 231799  Gareth Southgate can cement himself as the big...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 53:                                                 sentences  polit\n",
       " 231800  Yet Mourinho didn't and he called his counterp...      2\n",
       " 231801  Reports suggest Southgate will rest Kane and s...      1\n",
       " 231802                          Good on the England boss.      1\n",
       " 231803  Tottenham were 4-1 up at half-time against Man...      1\n",
       " 231804  And two, if Kane is saved for the Nations Leag...      1\n",
       " ...                                                   ...    ...\n",
       " 232395  Mary Berry appeared on Wednesday's edition of ...      1\n",
       " 232396  The professional chef, 85, was on to discuss h...      1\n",
       " 232397  Of the daring challenges she faced, Mary said:...      1\n",
       " 232398  You know me, I'm quite competitive and I was d...      1\n",
       " 232399  I lost my voice then we went on down the Thames.'      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 54:                                                 sentences  polit\n",
       " 232400  She went on: 'I am very lucky to have all thes...      1\n",
       " 232401  I went up to Yorkshire to Whitby I have never ...      1\n",
       " 232402  Success: It was also revealed on Wednesday the...      1\n",
       " 232403  I had a lot of phone conversations with friend...      1\n",
       " 232404  Earlier in the day, it was revealed a record n...      1\n",
       " ...                                                   ...    ...\n",
       " 232995  Downing Street today dismissed a barrage of co...      2\n",
       " 232996  The PM is facing a rising tide of anger over h...      2\n",
       " 232997  Scores of drinkers were spotted in trendy Mose...      1\n",
       " 232998  Similar extraordinary scenes were witnessed in...      1\n",
       " 232999  But the PM's spokesman voiced defiance this af...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 55:                                                 sentences  polit\n",
       " 233000  Meanwhile, Mr Johnson is scrambling to contain...      2\n",
       " 233001  MPs have also reacted with outrage to signs th...      2\n",
       " 233002  It comes as Britain today recorded 4,044 more ...      2\n",
       " 233003  But they are still nowhere near levels seen du...      1\n",
       " 233004  Health chiefs today also recorded 13 more coro...      2\n",
       " ...                                                   ...    ...\n",
       " 233595         Not the worse one I've seen but very bad.'      1\n",
       " 233596  Earlier this month, two Crystal Lake social wo...      2\n",
       " 233597  Carlos Acosta, a 54-year-old McHenry County bo...      2\n",
       " 233598  Cunningham hit AJ (pictured) and placed him in...      1\n",
       " 233599  The boy was then locked in a room, where he ch...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 56:                                                 sentences  polit\n",
       " 233600  Both men had their bail set at $20,000 and wer...      2\n",
       " 233601  The pair were placed on desk duties after the ...      2\n",
       " 233602  DCFS employees are granted some immunity from ...      2\n",
       " 233603  Illinois law clarifies that anyone making a re...      2\n",
       " 233604  Both Acosta and Polovin were involved in an in...      2\n",
       " ...                                                   ...    ...\n",
       " 234195  No other defendant has landed in the cross hai...      2\n",
       " 234196  All of that pales in comparison to the pain sh...      1\n",
       " 234197  The attorney went on to say they'd had to hire...      2\n",
       " 234198  They also said it was unfair the pair had to w...      2\n",
       " 234199  Olivia Jade posing on a rowing machine, preten...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 57:                                                 sentences  polit\n",
       " 234200  The couple's other daughter, Isabella, submitt...      1\n",
       " 234201  At his hearing, Giannulli's attorney asked the...      2\n",
       " 234202  The Bureau of Prisons will ultimately decide w...      2\n",
       " 234203  Giannulli addressed the virtual courtroom brie...      2\n",
       " 234204         I take full responsibility for my conduct.      2\n",
       " ...                                                   ...    ...\n",
       " 234795  The childrens' home is pictured, with the five...      2\n",
       " 234796  He was just a loving kid,' his mother Bonny Wa...      2\n",
       " 234797                       He had the biggest heart.' '      1\n",
       " 234798                                  It’s devastating.      2\n",
       " 234799       No one should ever have to bury their child.      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 58:                                                 sentences  polit\n",
       " 234800         No mother should have to go through this.'      1\n",
       " 234801  Hinnant's family said they have known the susp...      2\n",
       " 234802  We used to play together and I never thought h...      1\n",
       " 234803  A mother now has to lay her son to rest at 5 y...      1\n",
       " 234804  He’ll never be forgotten,' Rachel Pipkin, a co...      1\n",
       " ...                                                   ...    ...\n",
       " 235395  I don't mind saying this to you guys, I think ...      2\n",
       " 235396  Buckingham Palace did not confirm or deny the ...      2\n",
       " 235397  Hugh Grant has revealed he and wife Anna Ebers...      1\n",
       " 235398  The actor, 60, explained he still had antibodi...      2\n",
       " 235399  He said: 'It started as just a very strange sy...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 59:                                                 sentences  polit\n",
       " 235400                                            Candid:      1\n",
       " 235401  Hugh Grant has revealed he and wife Anna Ebers...      1\n",
       " 235402  It was like a poncho of sweat, embarrassing re...      2\n",
       " 235403  Then my eyeballs felt about three sizes too bi...      1\n",
       " 235404  He added: 'I've had an antibody test, only a m...      1\n",
       " ...                                                   ...    ...\n",
       " 235995  It's thought that humidity also plays a role i...      1\n",
       " 235996  Cells lining the airways are less resilient in...      1\n",
       " 235997  Some scientists also believe vitamin D, made i...      1\n",
       " 235998  Others have speculated that Covid-19 may have ...      1\n",
       " 235999  One scientist claimed yesterday the D614G vari...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 60:                                                 sentences  polit\n",
       " 236000  Paul Tambyah, senior consultant at the Nationa...      2\n",
       " 236001  He said most viruses tend to become less virul...      2\n",
       " 236002  It is in the virus' interest to infect more pe...      2\n",
       " 236003  Scientists discovered the mutation as early as...      2\n",
       " 236004  But the WHO claims there is no evidence to sug...      1\n",
       " ...                                                   ...    ...\n",
       " 236595  Stause admitted: 'I've always been such a hope...      1\n",
       " 236596  It's already hard enough as it is when somethi...      1\n",
       " 236597  I don't want to add any more pressure' On Sund...      1\n",
       " 236598  Chrishell (born Terrina) and Keo (born Keoikan...      1\n",
       " 236599  Stause was previously forced to deflect romanc...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 61:                                                 sentences  polit\n",
       " 236600                         Sushi, movie, [and] vino!'      1\n",
       " 236601  On Sunday night, the Joe Biden supporter and M...      1\n",
       " 236602  Stause was previously forced to deflect romanc...      1\n",
       " 236603                    First black pro dancer on DWTS!      1\n",
       " 236604  The Latin and Ballroom expert has yet to win t...      1\n",
       " ...                                                   ...    ...\n",
       " 237195  The social network decided to 'reduce distribu...      1\n",
       " 237196  In an editorial, the New York Post also refute...      1\n",
       " 237197  Our story explains where the info came from, a...      1\n",
       " 237198  7th Heaven star Beverley Mitchell announced sh...      1\n",
       " 237199  The actress, 39, shared a photo of the newest ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 62:                                                 sentences  polit\n",
       " 237200  Happy to share with the world our sweet little...      1\n",
       " 237201  She has captured our hearts and we couldn't lo...      1\n",
       " 237202  Thank you @lingerphotography for the great ima...      1\n",
       " 237203  New addition: 7th Heaven star Beverley Mitchel...      1\n",
       " 237204  We are over the moon and soaking up so the cud...      1\n",
       " ...                                                   ...    ...\n",
       " 237795  This new wave appears bigger and more widespre...      1\n",
       " 237796  While the first surge in the Northeast caught ...      2\n",
       " 237797  IHME said its modeling has predicted there cou...      1\n",
       " 237798  That lowers to just over 1,000 if the majority...      2\n",
       " 237799  Experts, however, say there are also reasons t...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 63:                                                 sentences  polit\n",
       " 237800  While fatalities could still potentially rise ...      2\n",
       " 237801  Patients also have the benefit of new treatmen...      1\n",
       " 237802  Health officials have warned, however, that pa...      2\n",
       " 237803  IHME said its modeling suggests 439,000 cumula...      2\n",
       " 237804  Advertisement The Brentwood, California home t...      1\n",
       " ...                                                   ...    ...\n",
       " 238395  Both said they would consider options for spri...      2\n",
       " 238396  Oklahoma, a five-time Big 12 Conference champi...      1\n",
       " 238397                 The reality is this isn't the NBA.      1\n",
       " 238398           This is college football,' said Riley. '      1\n",
       " 238399  We can try to minimize these risks as much as ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 64:                                                 sentences  polit\n",
       " 238400                           We don't have a bubble.'      1\n",
       " 238401  The state of Oklahoma has reported more than 4...      2\n",
       " 238402  There are more than 5.3 million cases of the v...      2\n",
       " 238403  Robin Williams' eldest son, Zachary, has found...      1\n",
       " 238404  On Saturday evening, Zak shared on Twitter tha...      1\n",
       " ...                                                   ...    ...\n",
       " 238995  I have built only this life, a life within whi...      2\n",
       " 238996  She acknowledged that it would be unlikely she...      1\n",
       " 238997  I have burned every bridge and have no expecta...      1\n",
       " 238998    I would never ask for nor expect forgiveness. '      1\n",
       " 238999  To everyone who trusted me, who fought for me,...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 65:                                                 sentences  polit\n",
       " 239000                                You were not naive.      2\n",
       " 239001                     I was audaciously deceptive. '      1\n",
       " 239002  I have a very clear, loud conscience, but I ha...      2\n",
       " 239003                                      I gaslit you.      1\n",
       " 239004  I begged for your compassion and love for my i...      2\n",
       " ...                                                   ...    ...\n",
       " 239595  The Frozen hitmaker also had a multitude of br...      1\n",
       " 239596  To mark her 62nd birthday on Sunday: Madonna p...      1\n",
       " 239597  Her dark roots were showing, adding a welcome ...      1\n",
       " 239598  Madonna also sported a very colorful manicure ...      1\n",
       " 239599  In one post, captioned 'Resting Birthday Bitch...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 66:                                                 sentences  polit\n",
       " 239600                                    Birthday style:      1\n",
       " 239601  The star celebrated while wearing a lovely fri...      1\n",
       " 239602  She added the hashtags #happybirthday #leo and...      1\n",
       " 239603  Another birthday post on Madonna's Instagram s...      1\n",
       " 239604  The clip begins with a playful Madonna at her ...      1\n",
       " ...                                                   ...    ...\n",
       " 240195  Pictured, the researchers pose for a photograp...      1\n",
       " 240196  He is the doting father of sons Kassius, 18, N...      1\n",
       " 240197  And Brian Austin Green defended his three youn...      1\n",
       " 240198  Fans began commenting on their hairstyles in a...      1\n",
       " 240199  Defense: Brian Austin Green defended his three...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 67:                                                 sentences  polit\n",
       " 240200  Some fans seemed to dislike the hair on the ki...      1\n",
       " 240201  In a lengthy response, Brian wrote: 'The fact ...      1\n",
       " 240202  In my opinion they are beautiful and will stil...      1\n",
       " 240203  Some people like boys and men with long hair,'...      1\n",
       " 240204                                 Some people don't.      2\n",
       " ...                                                   ...    ...\n",
       " 240795  But now Michael B. Jordan may be vying for the...      1\n",
       " 240796  DailyMail.com has obtained photos of the 33-ye...      2\n",
       " 240797              Scroll down for video Hot new couple?      1\n",
       " 240798  DailyMail.com has obtained photos of Michael B...      2\n",
       " 240799  So far, neither Michael nor Lori have commente...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 68:                                                 sentences  polit\n",
       " 240800  The new photos show the two look cozy in compl...      1\n",
       " 240801  Low key: The new photos show the two look cozy...      1\n",
       " 240802  Both followed proper coronavirus safety measur...      2\n",
       " 240803  The Centers for Disease Control and Prevention...      2\n",
       " 240804  The virus has been surging to record numbers t...      1\n",
       " ...                                                   ...    ...\n",
       " 241395  He listed his immediate priorities as defeatin...      2\n",
       " 241396  For me, it's unifying the nation again,' Lopez...      2\n",
       " 241397                You know, getting rid of this hate.      1\n",
       " 241398  Thinking about my kids walking around in a wor...      2\n",
       " 241399                         That to me is really sad.'      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 69:                                                 sentences  polit\n",
       " 241400  She added that the Latinx community was hit pa...      1\n",
       " 241401  Looking forward to voting: 'We're thrilled and...      2\n",
       " 241402  I think our voice has never been more importan...      2\n",
       " 241403  That to me is really sad' Biden then stated th...      2\n",
       " 241404  He touted the trillions of dollars that the Ho...      2\n",
       " ...                                                   ...    ...\n",
       " 241995  That would be predicated by the fact that all ...      2\n",
       " 241996  As of now, trials for three experimental vacci...      1\n",
       " 241997  Dr Fauci's comments also underscored the impor...      2\n",
       " 241998  The goal of Operation Warp Speed, the White Ho...      2\n",
       " 241999  Warp Speed has contracted with several vaccine...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 70:                                                 sentences  polit\n",
       " 242000  But top health officials, including Department...      2\n",
       " 242001  Secretary Alex Azar have made more modest esti...      2\n",
       " 242002  Moderna has said it can make 20 million doses ...      1\n",
       " 242003  Pfizer, a giant in the pharmaceutical world, b...      1\n",
       " 242004  Their efforts would be complicated by stockpil...      2\n",
       " ...                                                   ...    ...\n",
       " 242595  The temperature continued for about a day, and...      1\n",
       " 242596  The volunteer said he felt so unwell and fatig...      2\n",
       " 242597  The volunteer said he was due to have a booste...      1\n",
       " 242598  The email read: 'As an illness in a volunteer ...      2\n",
       " 242599  Oxford coronavirus volunteer Jack Sommers, 35,...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 71:                                                 sentences  polit\n",
       " 242600  Mr Sommers, a freelance journalist, had his fi...      1\n",
       " 242601  He said: 'If I was to keel over I would have d...      1\n",
       " 242602     That's why I'm not scared of having it again.'      1\n",
       " 242603  This is so careful, it's run by Oxford Univers...      1\n",
       " 242604  They've already been through ferrets, mice and...      1\n",
       " ...                                                   ...    ...\n",
       " 243195  On September 2, Eisgruber published an open le...      2\n",
       " 243196  The letter was meant to bring attention to ini...      2\n",
       " 243197  Princeton University President Christopher Eis...      2\n",
       " 243198  Race-based inequities in America’s health care...      2\n",
       " 243199  Racist assumptions from the past also remain e...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 72:                                                 sentences  polit\n",
       " 243200  The letter offered an example of systematic ra...      2\n",
       " 243201  Princeton University in the past has acknowled...      2\n",
       " 243202  The University's first nine Presidents all own...      2\n",
       " 243203  One professor owned a slave as late as 1840,' ...      2\n",
       " 243204  U.S. Secretary of Education Betsy DeVos (pictu...      2\n",
       " ...                                                   ...    ...\n",
       " 243795  It feels like there's hallucinations because o...      1\n",
       " 243796        I think it's because the brain is affected.      2\n",
       " 243797      That's why people lose their sense of smell.'      1\n",
       " 243798  The star also revealed her hopes for how prepa...      1\n",
       " 243799  Telling her story: The star had previously rev...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 73:                                                 sentences  polit\n",
       " 243800  We can’t think that this is over and done with...      1\n",
       " 243801  Earlier this month, Alyssa said on Instagram t...      1\n",
       " 243802    The Charmed star said: 'Soooooo... how are you?      1\n",
       " 243803      This is a wellness check and a health update.      2\n",
       " 243804                                            I'm ok.      1\n",
       " ...                                                   ...    ...\n",
       " 244395  Earlier this month, she spoke about the import...      2\n",
       " 244396  While chatting with the Democratic presidentia...      1\n",
       " 244397  She also said she wants a president that is wi...      2\n",
       " 244398  'I think that he actually hears us complaining...      2\n",
       " 244399  Musician Lizzo advocated for civic duty on Fri...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 74:                                                 sentences  polit\n",
       " 244400                                    His first time!      1\n",
       " 244401  Ryan Reynolds, originally from Vancouver, Cana...      2\n",
       " 244402  Reynolds, who reportedly became an American ci...      2\n",
       " 244403  Michigan is going to be so crucial, and how Mi...      2\n",
       " 244404  She added: 'They're out there trying to make A...      2\n",
       " ...                                                   ...    ...\n",
       " 244995  Later the royals visited The 100 Club - once d...      1\n",
       " 244996                Camilla, 73, told singer songwriter      1\n",
       " 244997  Emily Capell, 22, she was a big fan of the ban...      1\n",
       " 244998  Natasha, pictured speaking to Sadiq Khan, said...      1\n",
       " 244999  The actress performing for Prince Charles and ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 75:                                                 sentences  polit\n",
       " 245000  ‘I saw them live,’ said the duchess, who asked...      1\n",
       " 245001  The venue has been hosting live music in the c...      1\n",
       " 245002  During the visit, Camilla complimented the Wes...      1\n",
       " 245003  Camilla remarked: ‘I used to have my hair like...      1\n",
       " 245004  Turning to Prince Charles, Emily asked: ‘And y...      1\n",
       " ...                                                   ...    ...\n",
       " 245595  Tina Turner has spoken about surviving her abu...      1\n",
       " 245596  Speaking to the Guardian in support of her new...      1\n",
       " 245597  Illness has given me a greater appreciation fo...      2\n",
       " 245598                                 Buddhism found me.      1\n",
       " 245599  The abuse I endured in my 20s and 30s had beco...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 76:                                                 sentences  polit\n",
       " 245600  She added that she had 'nothing to lose' and w...      1\n",
       " 245601  The couple became known in the 60s and 70s for...      1\n",
       " 245602  She added: 'Now that I’m in my 80s, resilience...      1\n",
       " 245603        I’ll tell you a secret to joyful endurance.      2\n",
       " 245604  It’s to never complain, no matter what challen...      1\n",
       " ...                                                   ...    ...\n",
       " 246195                 The couple ultimately wed in 2014.      1\n",
       " 246196  In addition to Ricki and Magnolia, they share ...      1\n",
       " 246197  No more roses for her: Maynard rose to fame lo...      1\n",
       " 246198  Advertisement It took two years but Rob Lowe h...      1\n",
       " 246199  The actor and his wife, jewelry designer Shery...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 77:                                                 sentences  polit\n",
       " 246200                             Just over a year later      1\n",
       " 246201  and the couple are reportedly closing on a dea...      1\n",
       " 246202  Scroll down for video Done deal: Actor Rob Low...      1\n",
       " 246203     The property listing was pulled in March 2020.      2\n",
       " 246204  It's reported that the McGinleys put their Mas...      2\n",
       " ...                                                   ...    ...\n",
       " 246795  In disturbing footage, recorded by videographe...      1\n",
       " 246796  It remains unclear if the shooting at was link...      2\n",
       " 246797  Police said the caravan had left the area arou...      2\n",
       " 246798  A GoFundMe set to help Bishop's family reads: ...      2\n",
       " 246799  In footage taken later in the night one woman ...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 78:                                                 sentences  polit\n",
       " 246800  The person who appeared to fire the shots and ...      1\n",
       " 246801  Several people are seen rushing over when a ca...      1\n",
       " 246802  Bishop was shot in the chest and died at the s...      2\n",
       " 246803  Gibson said he was also in Portland on Saturda...      1\n",
       " 246804                        I can't say much right now.      1\n",
       " ...                                                   ...    ...\n",
       " 247395                            So it was pretty wild.'      1\n",
       " 247396  Maya gave the 58-year-old Golden Globe winner ...      1\n",
       " 247397  Bless Jim Carrey's heart, because he just jump...      1\n",
       " 247398  Maya gave the 58-year-old Golden Globe winner ...      1\n",
       " 247399  Rudolph - who was an SNL castmember from 2000-...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 79:                                                 sentences  polit\n",
       " 247400  And even Alec is basically a castmember at thi...      1\n",
       " 247401                               It was really a lot.      1\n",
       " 247402          These times are nuts, man, they're nuts!'      1\n",
       " 247403  The Princess singer - who was an SNL castmembe...      1\n",
       " 247404  But Maya got the seal of approval from Harris ...      1\n",
       " ...                                                   ...    ...\n",
       " 247995  There is a risk of every team getting six poin...      1\n",
       " 247996  Normally nine points will be job done but it i...      1\n",
       " 247997  You need a result but (tonight) was important ...      2\n",
       " 247998  It was important to take it seriously and it w...      2\n",
       " 247999  Mourinho also brought off Joe Hart (right) so ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 80:                                                 sentences  polit\n",
       " 248000  He gives the goalkeeper Alfie Whiteman a quick...      1\n",
       " 248001  #UEL pic.twitter.com/HUDEhVcdKf — Football on ...      1\n",
       " 248002  Mourinho revealed Scarlett was pointed out to ...      1\n",
       " 248003  So far he he 10 goals in eight appearances at ...      1\n",
       " 248004  Mourinho added: 'When I played Dane, I didn't ...      1\n",
       " ...                                                   ...    ...\n",
       " 248595  The images revealed charcoal dots that are tra...      2\n",
       " 248596  While spolvero is a common technique, this is ...      1\n",
       " 248597  The researchers also found evidence that da Vi...      1\n",
       " 248598  Furthermore, some of the spolvero dots appear ...      1\n",
       " 248599  French researchers used a high-resolution came...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 81:                                                 sentences  polit\n",
       " 248600  Pictured: the spolvero dots and hidden details...      1\n",
       " 248601  Pictured, a close-up of the Mona Lisa's forehe...      1\n",
       " 248602  The latter image reveals the spolvero dots tra...      1\n",
       " 248603  LISA The half-length portrait was painted by L...      1\n",
       " 248604  The painting depicts the Italian noblewoman Li...      2\n",
       " ...                                                   ...    ...\n",
       " 249195  Your violent actions and hateful rhetoric prev...      2\n",
       " 249196  On Wednesday night a crowd had once again gath...      2\n",
       " 249197  After night fell, at around 9:30pm, the group ...      2\n",
       " 249198  Protesters waved flags, made speeches, and cha...      2\n",
       " 249199  Protecting themselves with open umbrellas and ...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 82:                                                 sentences  polit\n",
       " 249200  Some protesters breached a first row of barric...      2\n",
       " 249201  Red paint was poured onto the floor outside th...      2\n",
       " 249202  Chants rang out into the evening, but there wa...      2\n",
       " 249203  After half an hour the group left the PSB, sto...      2\n",
       " 249204  The protests dispersing around midnight, and p...      2\n",
       " ...                                                   ...    ...\n",
       " 249795  Their former home has 8,520 square feet, seven...      1\n",
       " 249796  The duo needed to vacate their home quickly bu...      1\n",
       " 249797  Chrissy and John are parents to Luna Simone, f...      1\n",
       " 249798  The Beverly Hills abode they are leasing sits ...      2\n",
       " 249799  The 11,438 square-foot glass-covered home has ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 83:                                                 sentences  polit\n",
       " 249800  Luxury: Last month, they put their main reside...      1\n",
       " 249801  What a view: The 11,438 square-foot glass-cove...      1\n",
       " 249802  The home they are leasing was on the market in...      2\n",
       " 249803  However, soon after the final reduction in pri...      1\n",
       " 249804  The incredible modern home features the indoor...      1\n",
       " ...                                                   ...    ...\n",
       " 250395  The complaint said unidentified federal agents...      2\n",
       " 250396  Rosenblum said she was seeking a temporary res...      2\n",
       " 250397  It's unclear whether anyone was arrested or de...      2\n",
       " 250398  Advertisement This is the dramatic moment a po...      1\n",
       " 250399  The shocking footage shows the clash between t...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 84:                                                 sentences  polit\n",
       " 250400  The video shows the officer telling the man to...      1\n",
       " 250401  Passengers on public transport in England are ...      2\n",
       " 250402  The British Transport Police officer continues...      1\n",
       " 250403  The shocking footage shows the clash between t...      1\n",
       " 250404   He says: 'You're not allowed to touch me by law.      2\n",
       " ...                                                   ...    ...\n",
       " 250995  The Staten Island artist said about the Manhat...      2\n",
       " 250996  That thin blue line separates anarchy from civ...      2\n",
       " 250997  He painted it blue again LoBaido was infuriate...      1\n",
       " 250998  That thin blue line separates anarchy from civ...      2\n",
       " 250999  He told the Post he pulled the Liberty stunt t...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 85:                                                 sentences  polit\n",
       " 251000  The artist reported many vehicles blew their h...      2\n",
       " 251001  But he was asked by police to take it down an ...      1\n",
       " 251002        He plans for it to reappear elsewhere soon.      1\n",
       " 251003  The person who sparked his thin blue line fury...      1\n",
       " 251004  A 21-year-old woman named Skylar said she didn...      1\n",
       " ...                                                   ...    ...\n",
       " 251595        I don't know how we didn't just cut and run      1\n",
       " 251596  but then that's not the way we're wired - we a...      1\n",
       " 251597  There's something running in the core of us th...      1\n",
       " 251598  He added: 'One match, one lighter, one spark c...      1\n",
       " 251599  A large back up team of around 90 officers rac...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 86:                                                 sentences  polit\n",
       " 251600  Jackson later appeared at Basildon Crown Court...      2\n",
       " 251601  During the hearing, police body-cam footage sh...      1\n",
       " 251602  CI Baldwin, reading from his victim impact sta...      1\n",
       " 251603  He said he could not see if anyone was smoking...      1\n",
       " 251604  This was in my view a calculated attack carrie...      2\n",
       " ...                                                   ...    ...\n",
       " 252195  In November 2011, the star was ordered by a Fr...      2\n",
       " 252196                                          Arrested:      2\n",
       " 252197  The website reports the actor, 43 -whose battl...      1\n",
       " 252198  Meyers also publicly apologised to his fans in...      1\n",
       " 252199  In July 2018 the star vowed to stay sober afte...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 87:                                                 sentences  polit\n",
       " 252200     DailyMail.com exclusively reported the Bend It      1\n",
       " 252201                    Like Beckham star screamed 'f**      2\n",
       " 252202  * you, I'm going to divorce you' at his wife w...      1\n",
       " 252203  The Irish actor was on an American Airlines fl...      1\n",
       " 252204                                          Sighting:      2\n",
       " ...                                                   ...    ...\n",
       " 252795  When we went kayaking in the gorgeous Stockhol...      1\n",
       " 252796  Similarly, when we visited the stunning Baltic...      1\n",
       " 252797  The restaurants were busy and we often needed ...      1\n",
       " 252798  Yes, we were offered hand sanitiser on arrival...      1\n",
       " 252799  Since most Swedes speak excellent English, we ...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 88:                                                 sentences  polit\n",
       " 252800              And the answers were always the same.      1\n",
       " 252801  Yes, they were sorry that the virus had got in...      2\n",
       " 252802  But without exception, the Swedes were glad to...      1\n",
       " 252803  By this time, with the A-level shambles beginn...      1\n",
       " 252804  But perhaps the Swedish experience was too goo...      1\n",
       " ...                                                   ...    ...\n",
       " 253395             I haven't seen people in a long time!'      2\n",
       " 253396  Quarantined: In order to appear on the show, t...      1\n",
       " 253397                                                  '      1\n",
       " 253398             I haven't seen people in a long time!'      2\n",
       " 253399  Each guest was first introduced with an update...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 89:                                                 sentences  polit\n",
       " 253400  Six of them had become parents after the show ...      1\n",
       " 253401  Social media influencer Nicole Franzel, 28, wa...      1\n",
       " 253402  Update: Each guest was first introduced with a...      1\n",
       " 253403  Daniele Donato, 33, married BB13 pal Dominic B...      1\n",
       " 253404  Even Tyler was dating his BB20 showmate Angela...      2\n",
       " ...                                                   ...    ...\n",
       " 253995  Military and US officials have said there is a...      1\n",
       " 253996  The drone can take off from any runway to reac...      1\n",
       " 253997       This is necessary to improve lives on Earth.      2\n",
       " 253998                  This is necessary to save lives.'      2\n",
       " 253999  Creating a drone capable of taking off, launch...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 90:                                                 sentences  polit\n",
       " 254000  The autonomous launch architecture optimises e...      1\n",
       " 254001  If the need arises Aevum says it would be able...      1\n",
       " 254002  Phil Smith, an expert in space technology for ...      1\n",
       " 254003  He said there are more than 100 small launch v...      2\n",
       " 254004  There's a plethora of systems out there,' he t...      2\n",
       " ...                                                   ...    ...\n",
       " 254595  Mayor Ted Wheeler said in a text message to Or...      2\n",
       " 254596        Gathering information now,' he continued. '      2\n",
       " 254597                 Will be transparent with public. '      2\n",
       " 254598  Asking for people to remain calm and not add t...      2\n",
       " 254599  More than 600 cars flying Trump flags and bann...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 91:                                                 sentences  polit\n",
       " 254600  It came as Trump supporters staged similar gat...      2\n",
       " 254601  In Washington DC, Black Lives Matter protester...      2\n",
       " 254602  The White House announced that Trump is schedu...      2\n",
       " 254603  As the convoy of Trump vehicles entered Portla...      2\n",
       " 254604  Eggs were thrown at their trucks and cars, and...      2\n",
       " ...                                                   ...    ...\n",
       " 255195  According to the event's website, there were m...      2\n",
       " 255196  Scroll down for video A Missouri biker festiva...      1\n",
       " 255197  According to the event's website, there were m...      2\n",
       " 255198  Actually, I got it out as a joke to put it on ...      1\n",
       " 255199  Bubby Fischer said: 'It's what we get dealt wi...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 92:                                                 sentences  polit\n",
       " 255200  You know, you go out to enjoy, if you get deal...      1\n",
       " 255201  Another biker, Dustin Fletcher, told the stati...      1\n",
       " 255202  Fletcher said the coronavirus 'doesn't stop us...      1\n",
       " 255203  You can ask any biker, or whatever, anything g...      1\n",
       " 255204  And while some bikers were wearing masks, many...      2\n",
       " ...                                                   ...    ...\n",
       " 255795                                  Mr Baker joked. '      1\n",
       " 255796  I hope the [Doctor] Who World will celebrate t...      1\n",
       " 255797                                                  '      1\n",
       " 255798        Happy days to all the Who fans everywhere.'      1\n",
       " 255799  The naming of the fossil is not the only time ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 93:                                                 sentences  polit\n",
       " 255800  I’m not old enough to remember Tom Baker’s epi...      1\n",
       " 255801  However, growing up as a teenager when the ser...      1\n",
       " 255802  In particular, it inspired me to study the con...      1\n",
       " 255803  Hence, the area of science I specialised in is...      1\n",
       " 255804  The newly-identified specimen is unusual, for ...      1\n",
       " ...                                                   ...    ...\n",
       " 256395  David and Harper also spent time making floral...      1\n",
       " 256396  In a sweet message to his youngest child, Davi...      1\n",
       " 256397  Stylish: Harper was also seen smiling as she s...      1\n",
       " 256398  Harper, meanwhile, looked sweet in a white jum...      1\n",
       " 256399  David's wife Victoria also shared pictures of ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 94:                                                 sentences  polit\n",
       " 256400  Harper appeared to be in great spirits during ...      1\n",
       " 256401  Doting: David's wife Victoria also shared pict...      1\n",
       " 256402  Gushing about his little one, David wrote acro...      1\n",
       " 256403                         My clever little florist.'      1\n",
       " 256404  This isn't the first time David has shared a p...      1\n",
       " ...                                                   ...    ...\n",
       " 256995  Witnessing a fireball is a rare event - the va...      1\n",
       " 256996  Those fireballs that happen at night also stan...      1\n",
       " 256997  Aston Villa manager Dean Smith has praised Ros...      1\n",
       " 256998  Smith complimented Barkley for his ability to ...      1\n",
       " 256999  Smith believes Barkley is a 'gifted footballer...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 95:                                                 sentences  polit\n",
       " 257000  Villa boss Dean Smith has praised Ross Barkley...      1\n",
       " 257001  We are seeing that with Jack and Ross, both te...      1\n",
       " 257002  Ross was a marquee signing for us, he wanted t...      1\n",
       " 257003  His performances will be nudging Gareth Southg...      1\n",
       " 257004  Smith claims Barkley (right) is a 'gifted foot...      1\n",
       " ...                                                   ...    ...\n",
       " 257595  Health scare: JoJo Siwa has revealed her whole...      1\n",
       " 257596  All my family actually lost their taste and sm...      1\n",
       " 257597                                  But I never did.'      1\n",
       " 257598  JoJo talked about the symptoms her family suff...      1\n",
       " 257599                       I’m sicky sick right now...'      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 96:                                                 sentences  polit\n",
       " 257600  she wrote in an Instagram caption promoting he...      1\n",
       " 257601  It's unclear when Jojo and her family were dia...      1\n",
       " 257602  On November 28, Jojo appeared at WonderLAnd, a...      1\n",
       " 257603  The event was attended by Kim Kardashian-West ...      1\n",
       " 257604  Footage shared by Kardashian-West showed Jojo ...      1\n",
       " ...                                                   ...    ...\n",
       " 258195  His family are also members Michael Coney Jr, ...      1\n",
       " 258196  At least 10 members of Barrett's family, not i...      2\n",
       " 258197  Barrett's father, Mike Coney, serves on the Pe...      2\n",
       " 258198            Her mother Linda was also a handmaiden.      1\n",
       " 258199  Barrett, pictured, is a concern for liberals f...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 97:                                                 sentences  polit\n",
       " 258200  These groups can become so absorbing that it's...      2\n",
       " 258201                                                  '      1\n",
       " 258202  I don't think it's discriminatory or hostile t...      2\n",
       " 258203  Yet a leader of the group claimed that it woul...      2\n",
       " 258204  If and when members hold political offices, or...      2\n",
       " ...                                                   ...    ...\n",
       " 258795  A lot: 'This show’s a bit [of a] mindf***k, yo...      1\n",
       " 258796  He also feels that it would have been a 'total...      1\n",
       " 258797              I feel like she’s just so passionate.      1\n",
       " 258798               She knows what she wants,' he added.      1\n",
       " 258799  As for her much-publicized departure from The ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 98:                                                 sentences  polit\n",
       " 258800  “So I think, like, ultimately it was productio...      1\n",
       " 258801  Florida has joined Texas and California as the...      2\n",
       " 258802  DeSantis has gone so far as to mandate that sc...      1\n",
       " 258803  The Department of Health released new data on ...      2\n",
       " 258804  The department said that 8,847 new cases were ...      2\n",
       " ...                                                   ...    ...\n",
       " 259395  At least 10% want to see the Pope take the vac...      1\n",
       " 259396  Even with the vaccine, 71% of the group said t...      2\n",
       " 259397  Question: To what extent do you agree or disag...      2\n",
       " 259398  Question: To what extent do you agree or disag...      2\n",
       " 259399  That willingness will at least be welcomed by ...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 99:                                                 sentences  polit\n",
       " 259400  Over half of those surveyed think Biden's admi...      2\n",
       " 259401  Moncef Slaoui, the head of Operation Warp Spee...      2\n",
       " 259402  I expect them to recommend approval based on t...      2\n",
       " 259403  It's safety profile is compared to many other ...      2\n",
       " 259404  The manufacturing of these vaccines is very we...      2\n",
       " ...                                                   ...    ...\n",
       " 259995                   I think he's very upset with me.      2\n",
       " 259996       Penny keeps saying, ''Send him an apology.''      1\n",
       " 259997                               So I should really.'      1\n",
       " 259998  The new chapter comes after Elton promoted his...      1\n",
       " 259999  The original version was published in October ...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 100:                                                 sentences  polit\n",
       " 260000  It reads: 'What's more, I thought he had a f**...      2\n",
       " 260001                      (Rod, left, and Elton, right)      1\n",
       " 260002       Posing with the book, he penned: 'It's here!      1\n",
       " 260003  I'm so delighted to release the paperback edit...      1\n",
       " 260004  There's a brand new chapter that covers the hi...      1\n",
       " ...                                                   ...    ...\n",
       " 260595  If universal mask-wearing was practiced, that ...      2\n",
       " 260596  The renewed fears for the nation's hospitals c...      2\n",
       " 260597  In an op-ed for The Dispatch, professor Marty ...      2\n",
       " 260598  He criticized the agency for waiting, as he sa...      2\n",
       " 260599  FDA regulators are wasting precious time in gr...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 101:                                                 sentences  polit\n",
       " 260600  Britain on Wednesday became the first country ...      2\n",
       " 260601  It prompted a major international row, with bo...      2\n",
       " 260602  Donald Trump's top medic Dr Anthony Fauci accu...      2\n",
       " 260603  The University of Washington's IHME estimates ...      2\n",
       " 260604  With a rapid vaccine rollout, the prediction i...      2\n",
       " ...                                                   ...    ...\n",
       " 261195  The president has an estimated net worth of $2...      2\n",
       " 261196  He has loans due within the next two years on ...      1\n",
       " 261197  Trump's television work, his primary source of...      2\n",
       " 261198  If he lands another term then much of the debt...      2\n",
       " 261199  Last month it was revealed by the New York Tim...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 102:                                                 sentences  polit\n",
       " 261200  The president is asset rich but the extent of ...      2\n",
       " 261201  Trump's $447 million debt on towers in New Yor...      2\n",
       " 261202  The $285 million debt on the tower block in Ma...      2\n",
       " 261203  This gives him a pro-rata share of the $1.5 bi...      1\n",
       " 261204  The debt is owed by the partnership, Trump and...      2\n",
       " ...                                                   ...    ...\n",
       " 261795  The make-up mogul kept her pregnancy completel...      1\n",
       " 261796  Kylie went to great lengths to keep her pregna...      1\n",
       " 261797                                         Whirlwind:      1\n",
       " 261798  Kylie, 23, and Travis, 28, welcomed their firs...      1\n",
       " 261799  Yet, in the nine months, Kylie dropped off the...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 103:                                                 sentences  polit\n",
       " 261800  Coming back with a bang, the star dropped the ...      1\n",
       " 261801  The youngest sibling kept a documentation of h...      1\n",
       " 261802                                  Secret pregnancy!      2\n",
       " 261803  Kylie went to great lengths to keep her pregna...      1\n",
       " 261804  Last year, Kylie and her baby daddy Travis wer...      1\n",
       " ...                                                   ...    ...\n",
       " 262395  The makeup mogul appeared to be wearing minima...      1\n",
       " 262396  Stylish display: As the Fenty Beauty founder p...      1\n",
       " 262397  She was seen leaving and returning to the NoMa...      1\n",
       " 262398  She last released her eighth album Anti back i...      1\n",
       " 262399                                            Dinner:      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 104:                                                 sentences  polit\n",
       " 262400  For the occasion, the 32-year-old performer ac...      1\n",
       " 262401  She later gave an update to Entertainment Toni...      1\n",
       " 262402  I am always working on music and when I am rea...      1\n",
       " 262403  And you’re not going to be disappointed when i...      1\n",
       " 262404                         It’s going to be worth it.      1\n",
       " ...                                                   ...    ...\n",
       " 262995                     They don't necessarily listen.      2\n",
       " 262996          It could be peer pressure,' Zymet said. '      2\n",
       " 262997            Maybe they think, \"None of us are sick.      1\n",
       " 262998                                       We are fine.      1\n",
       " 262999  \" They don't understand many of us are asympto...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 105:                                                 sentences  polit\n",
       " 263000  Place, who is overweight and diabetic, require...      1\n",
       " 263001  When he heard about his friend testing positiv...      2\n",
       " 263002  But members of the family started to fall ill ...      1\n",
       " 263003     The six-year-old sister had only a runny nose.      1\n",
       " 263004  The stepmother was achy, with a fever and chills.      1\n",
       " ...                                                   ...    ...\n",
       " 263595  She said Trump's actions show that he took COV...      2\n",
       " 263596  She noted that the president put in place trav...      2\n",
       " 263597  In an interview with Fox News on Wednesday, Dr...      2\n",
       " 263598  Often he would want to, you know, make sure th...      2\n",
       " 263599  McEnany insisted 'the president never downplay...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 106:                                                 sentences  polit\n",
       " 263600  There is damning truth that President Trump li...      2\n",
       " 263601  Schumer said that when he thinks about how man...      2\n",
       " 263602  He added: 'How many people would be alive toda...      2\n",
       " 263603  House Speaker Nancy Pelosi, said the president...      2\n",
       " 263604  What he was actually saying is, \"I don't want ...      2\n",
       " ...                                                   ...    ...\n",
       " 264195  The 45-year-old actress opened up about people...      1\n",
       " 264196  Family ties: Angelina Jolie, 45, claimed that ...      1\n",
       " 264197  Sam Rockwell voices a captive 400lb gorilla wh...      1\n",
       " 264198  Angelina was interested in the story after her...      1\n",
       " 264199  Well, Shiloh read the book and we started read...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 107:                                                 sentences  polit\n",
       " 264200  Staying connected: Angelina made the statement...      1\n",
       " 264201  Angelina voices an elephant and produces the D...      1\n",
       " 264202   I think a lot of people can also relate to that.      1\n",
       " 264203  Where there's expectations on them to be what ...      1\n",
       " 264204  The Tomb Raider actress found a connection wit...      1\n",
       " ...                                                   ...    ...\n",
       " 264795  He was arrested and charged with two count of ...      2\n",
       " 264796  He was released from Maryland jail on May 11, ...      2\n",
       " 264797  A GoFundMe was made for Dominguez, whose entir...      2\n",
       " 264798  Advertisement The Duchess of Cambridge has ann...      1\n",
       " 264799  Her Royal Highness, who is patron of the museu...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 108:                                                 sentences  polit\n",
       " 264800  Amur, or Siberian, tigers are only found in th...      1\n",
       " 264801  Chair of the judging panel, writer and editor,...      1\n",
       " 264802  A unique glimpse of an intimate moment deep in...      1\n",
       " 264803  Dr Tim Littlewood, Natural History Museum's ex...      1\n",
       " 264804  Through the unique power of photography, we ar...      2\n",
       " ...                                                   ...    ...\n",
       " 265395             The greatest gift we’ve ever known !!!      1\n",
       " 265396  Welcome to the world Carmella Stanley Costabil...      1\n",
       " 265397    Mom and our little principessa are doing great.      1\n",
       " 265398                            Dad can’t stop crying!'      1\n",
       " 265399                                          he joked.      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 109:                                                 sentences  polit\n",
       " 265400  The Distance songwriter previously divulged he...      1\n",
       " 265401  That got me the hardest when I stopped breastf...      1\n",
       " 265402        I was so sad and so dark,' she explained. '      1\n",
       " 265403  We’re almost made to pretend it’s not happenin...      1\n",
       " 265404                                    I’ve got this.\"      1\n",
       " ...                                                   ...    ...\n",
       " 265995        DJ Khaled was among the fans to get a pair.      1\n",
       " 265996  Some fast-fingered shoppers are already attemp...      1\n",
       " 265997  Crocs has participated in some other buzz-wort...      1\n",
       " 265998  Advertisement South Korea has hunkered down as...      1\n",
       " 265999  It comes a day after the powerful storm batter...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 110:                                                 sentences  polit\n",
       " 266000  The storm cut power to more than 17,500 househ...      1\n",
       " 266001  A collapsed house in the aftermath of Typhoon ...      1\n",
       " 266002  Powerful Typhoon Haishen approached South Kore...      1\n",
       " 266003  The wild weather uprooted trees and caused lan...      1\n",
       " 266004  At least one person was injured after their ca...      2\n",
       " ...                                                   ...    ...\n",
       " 266595  His friend and fellow Canadian, Drake, stood i...      1\n",
       " 266596  Abel has earned a total of three Grammy, and m...      1\n",
       " 266597  He'll soon see the bright lights of the bigges...      1\n",
       " 266598  Saturday Night Live returns to the studio this...      1\n",
       " 266599  And the long-running NBC sketch comedy show is...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 111:                                                 sentences  polit\n",
       " 266600  The show released a sneak peek Thursday of Jim...      2\n",
       " 266601  Live from New York: Jim Carrey and Maya Rudolp...      2\n",
       " 266602  The NBC sketch comedy show returns this weeken...      1\n",
       " 266603  The duo sat in makeup chairs, as it showed the...      1\n",
       " 266604  Carrey checked his watch, tied his Chuck Taylo...      1\n",
       " ...                                                   ...    ...\n",
       " 267195  Mitchell lay strapped down on his back, his gl...      1\n",
       " 267196  His chest heaved and his thumb tapped the gurn...      1\n",
       " 267197  But after about 10 minutes, Mitchell no longer...      1\n",
       " 267198  Mitchell, then 20, and an accomplice were conv...      1\n",
       " 267199  They stabbed Slim 33 times, slit Tiffany's thr...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 112:                                                 sentences  polit\n",
       " 267200                  They later mutilated both bodies.      2\n",
       " 267201  A bid by tribal leaders to persuade Trump to c...      2\n",
       " 267202  Dustin Lee Honken 'Iowa's Walter White' Dustin...      1\n",
       " 267203  Honken was sentenced to death in 2004 for the ...      2\n",
       " 267204  Honken shot and killed five people—two men who...      1\n",
       " ...                                                   ...    ...\n",
       " 267795  In 2015, George Lazenby addressed the rumour t...      1\n",
       " 267796  Rigg and her co star George Lazenby in the 196...      1\n",
       " 267797  Paying tribute, Lazenby wrote: 'As my new brid...      1\n",
       " 267798  Now, upon hearing of Dame Diana's death, I wee...      1\n",
       " 267799  He said in an interview with the Daily Mail: '...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 113:                                                 sentences  polit\n",
       " 267800    We were in the canteen once before a love scene      1\n",
       " 267801  and she stood up and said out loud, 'I've orde...      1\n",
       " 267802  just as a joke, but it got made into something...      1\n",
       " 267803  Writing on Instagram today, Lazenby wrote: 'I'...      2\n",
       " 267804  She undoubtedly raised my acting game when we ...      1\n",
       " ...                                                   ...    ...\n",
       " 268395  I remember I picked up the phone August 8, 201...      1\n",
       " 268396  and I said \"I’m done, I need some help, can yo...      2\n",
       " 268397  I don't want to be a fat drunk loser anymore; ...      1\n",
       " 268398     \" I was ready to work on myself and I did it.'      1\n",
       " 268399  Kelly's mother Sharon is known for having had ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 114:                                                 sentences  polit\n",
       " 268400  Sharon, 67, underwent gastric bypass surgery i...      1\n",
       " 268401       She decided to get the band removed in 2006.      1\n",
       " 268402  The love child of the former king of Belgium i...      2\n",
       " 268403  Delphine Boël, 52, is the child of the former ...      1\n",
       " 268404  The ex-royal admitted he was her father in Jan...      2\n",
       " ...                                                   ...    ...\n",
       " 268995  It will affect their families and these are th...      2\n",
       " 268996  'It's something very sad when the people who h...      1\n",
       " 268997  De Blasio warned that more permanent job losse...      2\n",
       " 268998  He has repeatedly said 22,000 city jobs are on...      2\n",
       " 268999  He said the city was working with labor groups...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 115:                                                 sentences  polit\n",
       " 269000  De Blasio announced the furloughs in a press c...      2\n",
       " 269001  The latest cuts at City Hall (pictured) come a...      2\n",
       " 269002  Something that's very painful to have to annou...      2\n",
       " 269003  We don't have results yet, we need to keep fin...      1\n",
       " 269004  He took aim at the federal government as well ...      2\n",
       " ...                                                   ...    ...\n",
       " 269595  The fires so far caused 25 deaths and destroye...      2\n",
       " 269596  Harris called the climate a ‘public health cri...      2\n",
       " 269597  ‘It is incumbent on us, in terms of the leader...      2\n",
       " 269598        Newsom added: ‘The hots are getting hotter.      2\n",
       " 269599                       The dries are getting dryer.      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 116:                                                 sentences  polit\n",
       " 269600                            Climate change is real.      1\n",
       " 269601  If you don’t believe in science, come to Calif...      2\n",
       " 269602  After the visit, Harris tweeted a photo of her...      2\n",
       " 269603  ‘I’m incredibly grateful for the courage of ou...      2\n",
       " 269604  ‘Do you want this kind of leadership, using yo...      2\n",
       " ...                                                   ...    ...\n",
       " 270195  Let me be perfectly clear: We will not tolerat...      1\n",
       " 270196  Those stoking the flames of violence, those co...      2\n",
       " 270197  Under her emergency declaration, state trooper...      1\n",
       " 270198  Oregon Governor Kate Brown (in 2019) declared ...      2\n",
       " 270199  The alt-right and white supremacist groups org...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 117:                                                 sentences  polit\n",
       " 270200  These groups embody and empower racism, intole...      2\n",
       " 270201  Those are not Portland values, and they are no...      2\n",
       " 270202                      Hate has no home in Portland.      2\n",
       " 270203  They have actively threatened violence against...      2\n",
       " 270204  Civil rights group The Southern Poverty Law Ce...      2\n",
       " ...                                                   ...    ...\n",
       " 270795  We speak of our elders and we say, \"We are, be...      2\n",
       " 270796  \" Years from now, a generation of young people...      1\n",
       " 270797  Megan Thee Stallion graced one TIME100 cover a...      1\n",
       " 270798  He delivers the truth, as difficult as it may ...      2\n",
       " 270799      His courage and candor have earned our trust.      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 118:                                                 sentences  polit\n",
       " 270800  We are all fortunate to have a man of his wisd...      2\n",
       " 270801  Black Lives Matter founders Cullors, Garza and...      2\n",
       " 270802  Their biography was written by Sybrina Fulton,...      1\n",
       " 270803  There are only three of them, but they are eve...      1\n",
       " 270804  They are getting people to think: What if you ...      1\n",
       " ...                                                   ...    ...\n",
       " 271395  You look into the eyes of somebody, you feel t...      1\n",
       " 271396  ----------------------------------------------...      1\n",
       " 271397  Advertisement Rocco stood beaming between his ...      2\n",
       " 271398  Finally, in front of Madonna stood her younges...      1\n",
       " 271399  While most of her children frequently make app...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 119:                                                 sentences  polit\n",
       " 271400  Back in 2016, Guy a bitter nine month custody ...      1\n",
       " 271401  The Sherlock Holmes director reached a settlem...      2\n",
       " 271402  Lost love: Rocco is the product of her marriag...      1\n",
       " 271403  Speaking outside the court Guy's lawyer, Peter...      2\n",
       " 271404  Despite the well-publicised battle, things hav...      1\n",
       " ...                                                   ...    ...\n",
       " 271995  Over time, Donald became afraid that asking fo...      2\n",
       " 271996  That Fred would become the primary source of D...      2\n",
       " 271997  Donald suffered deprivations that would scar h...      2\n",
       " 271998  Cutting the fat between young adulthood and mi...      1\n",
       " 271999  Reductions in body mass index (BMI) approximat...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 120:                                                 sentences  polit\n",
       " 272000  People whose BMIs went from the 'obese' range ...      1\n",
       " 272001  Weight loss after middle age does not signific...      1\n",
       " 272002  Changes in weight between young adulthood and ...      1\n",
       " 272003  Around one eighth of early deaths in the US ma...      2\n",
       " 272004  While in England, the number of obese people h...      1\n",
       " ...                                                   ...    ...\n",
       " 272595  As for Nicole Kidman's character Grace, her fi...      1\n",
       " 272596  The nine-bedroom townhouse was built in 1878, ...      2\n",
       " 272597  It was designed in a neo English classical sty...      1\n",
       " 272598  The home's listing reads: 'This is a rare oppo...      1\n",
       " 272599  The pad acted as the backdrop for Nicole's hom...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 121:                                                 sentences  polit\n",
       " 272600  But in reality the five-story home at 8 East 6...      1\n",
       " 272601  The stunning property is on sale with Sotheby'...      1\n",
       " 272602  As for the school Grace and Jonathon's son Hen...      1\n",
       " 272603  Franklin's North Fork Beach House: 'Bohemian' ...      1\n",
       " 272604  The six bedroom, four bathroom home is describ...      1\n",
       " ...                                                   ...    ...\n",
       " 273195  The Duke of Sussex, 36, has spoken about the p...      1\n",
       " 273196  I believe there is so much to learn from this ...      2\n",
       " 273197  Prince Harry goes on to talk about the signifi...      1\n",
       " 273198  This film demonstrates our human ability rathe...      1\n",
       " 273199  He continued: 'So much of life today is based ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 122:                                                 sentences  polit\n",
       " 273200  We have everything we need to be more understa...      1\n",
       " 273201  Earlier this year, Prince Harry and Meghan ann...      1\n",
       " 273202  The couple founded a yet-to-be-named productio...      1\n",
       " 273203  In a statement, the Sussexes said: 'Our focus ...      1\n",
       " 273204  As new parents, making inspirational family pr...      1\n",
       " ...                                                   ...    ...\n",
       " 273795  Neither Chad nor Lori have been accused of har...      1\n",
       " 273796  Authorities have yet to say how the children d...      2\n",
       " 273797  Lori and her husband Chad Daybell (right) have...      1\n",
       " 273798  The children's remains were found buried on Ch...      1\n",
       " 273799  Investigators said her body was burned and dis...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 123:                                                 sentences  polit\n",
       " 273800  JJ was last seen two weeks later on September 23.      1\n",
       " 273801  His body was wrapped in duct tape and plastic ...      2\n",
       " 273802  Authorities believe Lori's now-deceased brothe...      1\n",
       " 273803  The search for JJ and Tylee began back in Nove...      1\n",
       " 273804  The case captured nationwide attention with th...      1\n",
       " ...                                                   ...    ...\n",
       " 274395  Kate, meanwhile, is earning herself a reputati...      1\n",
       " 274396  And her hard work already appears to be paying...      1\n",
       " 274397  Three weeks ago, Lila was unveiled as the face...      1\n",
       " 274398  In a high-profile campaign for the fragrance, ...      1\n",
       " 274399  In a promotional interview, Lila cooed: ‘I rem...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 124:                                                 sentences  polit\n",
       " 274400                    and I were staying in New York.      2\n",
       " 274401  She was getting ready to go out and I saw this...      1\n",
       " 274402  ‘I made one of her friends apply it on me and ...      1\n",
       " 274403  The teenager began working with the designer i...      1\n",
       " 274404  Back then, Jacobs revealed recently, he was al...      1\n",
       " ...                                                   ...    ...\n",
       " 274995  Mr Sarkozy did gain some support as ex-ministe...      2\n",
       " 274996  She argued on BFM-TV and RMC that Mr Sarkozy h...      2\n",
       " 274997  ‘He was for positive discrimination, for forei...      2\n",
       " 274998  Next month Mr Sarkozy will become the first fo...      2\n",
       " 274999  If found guilty during the 17-day process, whi...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 125:                                                 sentences  polit\n",
       " 275000  The case follows Paris' Court of Cassation rej...      2\n",
       " 275001  The former President denies any wrong-doing bu...      2\n",
       " 275002  Fraud squad officers raided the home that Mr S...      1\n",
       " 275003  The timing of the raid was because French pres...      2\n",
       " 275004  They can only be charged once they leave the p...      2\n",
       " ...                                                   ...    ...\n",
       " 275595  They also posted video from a table read in ea...      1\n",
       " 275596  The production hiatus did allow for the Duffer...      1\n",
       " 275597  Table read: They also posted video from a tabl...      1\n",
       " 275598    now it seems filming got under way on Thursday.      1\n",
       " 275599  There is no indication when Season 4 is set, t...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 126:                                                 sentences  polit\n",
       " 275600  Netflix renewed the show for Season 4 last Sep...      1\n",
       " 275601  Filming: It was reported in September by Deadl...      1\n",
       " 275602  Advertisement The scenic Connecticut home that...      1\n",
       " 275603  Brubeck, who grew in prominence in the 1950s, ...      2\n",
       " 275604                          It was completed in 1963.      2\n",
       " ...                                                   ...    ...\n",
       " 276195  Hanging in the balance was whether the develop...      2\n",
       " 276196  Infection rates are somewhat higher among staf...      2\n",
       " 276197  Just 0.14% of teachers and employees at school...      2\n",
       " 276198  The Centers for Disease Control and Prevention...      2\n",
       " 276199  As of this week, at least some schools in all ...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 127:                                                 sentences  polit\n",
       " 276200  The only US territories where schools are only...      1\n",
       " 276201  Yesterday's data is the first batch released b...      1\n",
       " 276202  Brown has been tracking infection rates at 550...      2\n",
       " 276203  At least 300 of those schools have had a porti...      2\n",
       " 276204  Data has only been reported on 347 students, b...      2\n",
       " ...                                                   ...    ...\n",
       " 276795  She is pictured in character In the episode, J...      1\n",
       " 276796  Tristan, played by Callum Woodhouse (The Durre...      1\n",
       " 276797  Mrs Pumphrey is won over by James and quickly ...      1\n",
       " 276798  On behalf on Trick Woo, James is then invited ...      1\n",
       " 276799  Viewers praised Diana's performance as the ric...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 128:                                                 sentences  polit\n",
       " 276800  The former bond girl will appear throughout th...      1\n",
       " 276801  She is pictured with her dog Tricki-Woo 'Total...      1\n",
       " 276802                                 said one viewer. '      2\n",
       " 276803         Diana Rigg is excellent,' added another. '      1\n",
       " 276804  Diana Rigg as Mrs Pumphrey = GENIUS!' said a t...      1\n",
       " ...                                                   ...    ...\n",
       " 277395  Indian fears of Chinese territorial expansion ...      1\n",
       " 277396  Armed with spears: Chinese troops near the dis...      1\n",
       " 277397  Adding to the tension, India unilaterally decl...      1\n",
       " 277398  Shortly after, lawmakers in India's ruling par...      2\n",
       " 277399  Border tensions have persisted despite talks a...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 129:                                                 sentences  polit\n",
       " 277400  With strong nationalists leading both countrie...      2\n",
       " 277401  An Indian Air Force's (IAF) C-17 Globemaster t...      1\n",
       " 277402  Both India and China claim shots were fired al...      1\n",
       " 277403  While Chinese soldiers remain in what India sa...      2\n",
       " 277404  Experts warn that if military hostilities are ...      2\n",
       " ...                                                   ...    ...\n",
       " 277995  Research that followed almost 240,000 men for ...      1\n",
       " 277996  All men had joined compulsory military service...      1\n",
       " 277997  Follow-up research tracking their health in mi...      1\n",
       " 277998  This increased risk was found to remain true e...      2\n",
       " 277999  The scientists, at Örebro University, said the...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 130:                                                 sentences  polit\n",
       " 278000  Dr Cecilia Bergh urged parents: 'Be vigilant a...      1\n",
       " 278001  If a healthy lifestyle is encouraged as early ...      1\n",
       " 278002  The research was presented at the European Soc...      1\n",
       " 278003  Advertisement If people slept for less than si...      1\n",
       " 278004  Other studies have linked insufficient sleep t...      2\n",
       " ...                                                   ...    ...\n",
       " 278595                          'I just got tested again.      1\n",
       " 278596  I was tested on Friday, because of the network...      2\n",
       " 278597  Washington Post Global Opinions editor Karen A...      1\n",
       " 278598  Global Opinions editor Karen Attiah made her c...      2\n",
       " 278599  Attiah argued that the Rangers, based in Arlin...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 131:                                                 sentences  polit\n",
       " 278600  To know the full history of the Texas Rangers ...      1\n",
       " 278601  The column was met with mixed reactions on soc...      1\n",
       " 278602  Attiah made headlines earlier this month by po...      1\n",
       " 278603  Attiah argued that the Rangers baseball team (...      1\n",
       " 278604  Attiah writes: 'To know the full history of th...      1\n",
       " ...                                                   ...    ...\n",
       " 279195  Carrey is replacing Woody Harrelson, who playe...      1\n",
       " 279196  The political recast disappointed some fans, w...      1\n",
       " 279197  I’m so angry about this, I was sure they’d bri...      2\n",
       " 279198                                  Bittersweet news:      1\n",
       " 279199  Carrey is replacing Woody Harrelson, who playe...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 132:                                                 sentences  polit\n",
       " 279200  The announcement comes after it was revealed e...      1\n",
       " 279201  Production insiders told TMZ that the show wil...      1\n",
       " 279202  Insiders told the outlet that officials from t...      1\n",
       " 279203  The show is also going to incorporate the remo...      1\n",
       " 279204  Tis the season: The upcoming presidential elec...      1\n",
       " ...                                                   ...    ...\n",
       " 279795  The Constitution provides for the House to dec...      2\n",
       " 279796  Although Democrats currently control the House...      2\n",
       " 279797  Trump unloaded on mail-in ballots, which he de...      2\n",
       " 279798  Several states use mail-in ballots for their e...      2\n",
       " 279799  People outside a Dolce & Gabbana store in Soho...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 133:                                                 sentences  polit\n",
       " 279800  Trump vowed to put down any violent demonstrat...      2\n",
       " 279801  The president once again railed against mail-i...      2\n",
       " 279802  Here a workere prepares absentee ballots for m...      2\n",
       " 279803               It's very dangerous for our country.      1\n",
       " 279804   And you know who knows that better than anybody?      2\n",
       " ...                                                   ...    ...\n",
       " 280395  Grand opening: She accompanied him to the gran...      1\n",
       " 280396  Huge turnout: The Hotel Diablo artist also sho...      2\n",
       " 280397  He previously explained to WKYC: 'The 27 Club ...      1\n",
       " 280398  I also want to encourage good highs, like coff...      1\n",
       " 280399  Kelly also revealed that he's displaying his M...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 134:                                                 sentences  polit\n",
       " 280400  He said on the red carpet: 'I mean, gotta spra...      1\n",
       " 280401  I want to put it in the coffee shop that we ju...      1\n",
       " 280402                              I wanna put it there.      1\n",
       " 280403  I want like everyone who comes in to get coffe...      2\n",
       " 280404  The King of Staten Island actor was also accom...      1\n",
       " ...                                                   ...    ...\n",
       " 280995  Between March 1 and May 1, more than 420,000 f...      2\n",
       " 280996  New York Gov. Andrew Cuomo has begged them to ...      2\n",
       " 280997  Pep Guardiola took a swipe at the Arsenal boar...      1\n",
       " 280998  City believe the Gunners were ringleaders of t...      1\n",
       " 280999  Guardiola, whose side lost Saturday's FA Cup s...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 135:                                                 sentences  polit\n",
       " 281000  Pep Guardiola has hit out at Arsenal's board o...      1\n",
       " 281001  Arsenal, I have all the respect for what they ...      1\n",
       " 281002  There is also understood to be consternation a...      1\n",
       " 281003  Guardiola also queried last week whether Arsen...      1\n",
       " 281004  The Catalan has bigger issues right now, howev...      1\n",
       " ...                                                   ...    ...\n",
       " 281595                 Rihanna and A$AP Rocky are dating.      1\n",
       " 281596  The pop queen and rapper, both 32, are said to...      1\n",
       " 281597  The confirmation came after they were seen enj...      1\n",
       " 281598  Starry connection: Rihanna and A$AP Rocky are ...      1\n",
       " 281599  The pop queen and rapper, both 32, are said to...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 136:                                                 sentences  polit\n",
       " 281600  They were snapped in London last year The Umbr...      1\n",
       " 281601  The You Da One singer at one point, asked A$AP...      1\n",
       " 281602  He told the Rude Boy singer that the hardest p...      1\n",
       " 281603  I think the hardest part about working with yo...      1\n",
       " 281604                          Like this s*** is comedy.      1\n",
       " ...                                                   ...    ...\n",
       " 282195  They're seen in February 2020 above 'Kim is no...      1\n",
       " 282196  Kim and Kanye's reps declined to comment when ...      2\n",
       " 282197  Meanwhile, on Thursday morning, Kanye tweeted ...      1\n",
       " 282198  The rapper's tweet comes just weeks after his ...      2\n",
       " 282199  Kanye posted the image of North, adding a hear...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 137:                                                 sentences  polit\n",
       " 282200                                          Stubborn:      1\n",
       " 282201  The source also said that Kanye has refused to...      1\n",
       " 282202  Seen here during a July rally Kim has also rec...      1\n",
       " 282203  North, seven, made her rap debut in March of t...      1\n",
       " 282204  North, then six, was the picture of confidence...      1\n",
       " ...                                                   ...    ...\n",
       " 282795  The song was released and posted to Twitter on...      1\n",
       " 282796  ‘DONDA’ includes portions of West rapping and ...      1\n",
       " 282797  Oklahoma also requires a '$35,000 fee to run a...      2\n",
       " 282798  After spending those funds in an official camp...      2\n",
       " 282799  Kanye West will officially make the presidenti...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 138:                                                 sentences  polit\n",
       " 282800  At the top of the paperwork he wrote 'DONDA's ...      1\n",
       " 282801  Author Donda West died in 2007 at the age of 5...      2\n",
       " 282802  Upon turning in that form, West now has offici...      2\n",
       " 282803  The 43-year-old billionaire filled out FEC For...      2\n",
       " 282804  The form indicates that he is running as a thi...      2\n",
       " ...                                                   ...    ...\n",
       " 283395  So I said, \"Well, why didn't you argue and mak...      2\n",
       " 283396                     And she said, \"I did one time.      1\n",
       " 283397  The first time, and I was told be happy that y...      1\n",
       " 283398  He finalized his divorce from Teresa Giudice i...      2\n",
       " 283399  And on Friday, two of his daughters Milania an...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 139:                                                 sentences  polit\n",
       " 283400  Milania, 15, wrote 'happy to be back' as she s...      1\n",
       " 283401                                            Family:      2\n",
       " 283402  He finalized his divorce from Teresa Giudice i...      2\n",
       " 283403  And on Friday, two of his daughters Milania an...      1\n",
       " 283404  Joe, 49, shared the same image on his Instagra...      1\n",
       " ...                                                   ...    ...\n",
       " 283995  Her dress was also Draper James and sells for ...      1\n",
       " 283996  She is pug crazy these days: And Witherspoon h...      1\n",
       " 283997  Last month the red carpet fixture was seen in ...      2\n",
       " 283998  The beauty was also seen in the Linda Pajama S...      1\n",
       " 283999  The matching red, black and white plaid set re...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 140:                                                 sentences  polit\n",
       " 284000                                            L I M I      2\n",
       " 284001                                      T E D E D I T      1\n",
       " 284002                                                  I      2\n",
       " 284003  O N Reese’s Holiday Mini Bag ✨ As a little hol...      1\n",
       " 284004  Available while supplies last,' it said on her...      1\n",
       " ...                                                   ...    ...\n",
       " 284595  After she and others spoke at the park, she le...      2\n",
       " 284596    There is thousands of these schools all around.      2\n",
       " 284597  Provo Canyon is just the first one that I want...      2\n",
       " 284598           From there, it will be a domino effect.'      1\n",
       " 284599  Meghan Markle and Prince Harry's video calls a...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 141:                                                 sentences  polit\n",
       " 284600  The Duke, 35, and Duchess of Sussex, 39, have ...      1\n",
       " 284601  But the working parents' Zoom calls sometimes ...      1\n",
       " 284602  Speaking on his podcast Heirpod, the royal com...      1\n",
       " 284603  Meghan Markle and Prince Harry's video calls a...      1\n",
       " 284604  Pictured, the family in September 2019 'I love...      1\n",
       " ...                                                   ...    ...\n",
       " 285195  DeSantis announced on Friday that effective im...      2\n",
       " 285196  Dr Anthony Fauci openly criticized DeSantis's ...      2\n",
       " 285197  Graphic new footage has captured the moment bl...      1\n",
       " 285198  The grainy surveillance video appears to show ...      1\n",
       " 285199  Kizzee was shot and killed by two cops while h...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 142:                                                 sentences  polit\n",
       " 285200  The 29-year-old Lancaster man, who was visitin...      1\n",
       " 285201  His death has sparked protests in LA calling f...      1\n",
       " 285202  Graphic new footage has captured the moment bl...      1\n",
       " 285203  Kizzee is circled running Kizzee, 29, (picture...      1\n",
       " 285204  The grainy footage shows a figure - thought to...      1\n",
       " ...                                                   ...    ...\n",
       " 285795  The agent for the firm is Los Angeles lawyer G...      2\n",
       " 285796  The mansion resembles a Balinese escape, with ...      1\n",
       " 285797  Some of DeGeneres' $6.3 million price increase...      2\n",
       " 285798  The crime was reported on July 4, and a neighb...      2\n",
       " 285799  ‘If it had been a case of outsiders coming in ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 143:                                                 sentences  polit\n",
       " 285800  The buyer of the four bedroom, ocean view home...      1\n",
       " 285801  Law enforcement sources told TMZ that stolen i...      1\n",
       " 285802  As well as high-tech lasers and security camer...      1\n",
       " 285803  The main house stretches 8,200 sq ft and has t...      1\n",
       " 285804  The great room features South Asian-inspired w...      1\n",
       " ...                                                   ...    ...\n",
       " 286395  The three-time Grammy winner took to Twitter w...      1\n",
       " 286396  Chance previously took to Instagram to reveal ...      1\n",
       " 286397  He also teased the potential release of the fu...      1\n",
       " 286398        ARE U LIVE DROPS ON ALL PLATFORMS TONIGHT!!      1\n",
       " 286399               ITS HAPPENING DECEMBER IS THE MONTH!      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 144:                                                 sentences  polit\n",
       " 286400                                               DROP      1\n",
       " 286401                                                  A      1\n",
       " 286402      [Santa emoji] IF YOU NEED THE WHOLE PROJECT.'      1\n",
       " 286403  It was revealed last month by TMZ that Jeremih...      1\n",
       " 286404  Christmas song: Chance previously took to Inst...      1\n",
       " ...                                                   ...    ...\n",
       " 286995                                             STOP.'      1\n",
       " 286996  Karvunidis is famed for inventing the gender r...      1\n",
       " 286997  She shared the celebration on her blog High Gl...      1\n",
       " 286998  On Sunday, the California Department of Forest...      1\n",
       " 286999  The El Dorado Fire burns in San Bernardino Nat...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 145:                                                 sentences  polit\n",
       " 287000  An evacuation map of the El Dorado fire which ...      1\n",
       " 287001  Partygoers shot a makeshift target labeled wit...      1\n",
       " 287002  The off-duty border patrol agent responsible f...      2\n",
       " 287003  October 2019 - Partygoers made a homemade 'pip...      1\n",
       " 287004  The bomb exploded sending shrapnel 45 feet and...      2\n",
       " ...                                                   ...    ...\n",
       " 287595  Posting the engagement announcement on her soc...      1\n",
       " 287596                                     Wedding bells!      1\n",
       " 287597  During the chat, Lily also touched on her rece...      1\n",
       " 287598  Opening up about her previously struggles, she...      1\n",
       " 287599  It came out in the form of eating disorders or...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 146:                                                 sentences  polit\n",
       " 287600  The old me would have focused more on the nega...      1\n",
       " 287601                 Now it's just one part of my life.      1\n",
       " 287602  All these other positive things prevent me fro...      2\n",
       " 287603  Stassi Schroeder sat down for her first interv...      1\n",
       " 287604  The 32-year-old, whose past racially insensiti...      1\n",
       " ...                                                   ...    ...\n",
       " 288195       The murder trial is expected to last a week.      2\n",
       " 288196  The state is not seeking the death penalty aga...      2\n",
       " 288197  She showcased her latest collection for her ep...      1\n",
       " 288198  And Victoria Beckham continued to tease new pi...      1\n",
       " 288199  The fashion designer, 46, took to Instagram to...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 147:                                                 sentences  polit\n",
       " 288200                                            Daring:      1\n",
       " 288201  Victoria Beckham continued to tease new pieces...      1\n",
       " 288202  After also modelling the dress in purple, Posh...      1\n",
       " 288203  However the star decided to switch things up a...      1\n",
       " 288204  Turning heads: Posh looked every inch the fash...      1\n",
       " ...                                                   ...    ...\n",
       " 288795  The French designer also created a similar loo...      1\n",
       " 288796  The dress may look familiar, as it bears a str...      1\n",
       " 288797  She served body in one skintight mini dress by...      1\n",
       " 288798  The dress was complemented with a matching sca...      1\n",
       " 288799  The French designer also created a similar loo...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 148:                                                 sentences  polit\n",
       " 288800  Beyoncé's masterpiece is being lauded for its ...      1\n",
       " 288801  Visual masterpiece: Beyoncé's masterpiece is b...      1\n",
       " 288802  Dazzled, Loza Maléombho, Déviant La Vie and mo...      1\n",
       " 288803  Black Is King is also receiving acclaim for sh...      1\n",
       " 288804  Dazzled, Loza Maléombho, Déviant La Vie and more.      1\n",
       " ...                                                   ...    ...\n",
       " 289395  Scroll down for video Researchers from the Uni...      1\n",
       " 289396  They also took hepatocytes — the chief functio...      1\n",
       " 289397  Pictured, graphic showing how the cells were t...      1\n",
       " 289398  They also took hepatocytes — the chief functio...      1\n",
       " 289399  It's all about location, location, location,' ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 149:                                                 sentences  polit\n",
       " 289400                                                  '      1\n",
       " 289401  If hepatocytes get in the right spot and there...      1\n",
       " 289402  Normally, the liver can regenerate and repair ...      1\n",
       " 289403  Previously, a smaller version of the experimen...      1\n",
       " 289404  More recent research proved healthy liver tiss...      1\n",
       " ...                                                   ...    ...\n",
       " 289995  While these cells reside in our fat under norm...      1\n",
       " 289996  Obese people might eat a diet with very little...      1\n",
       " 289997  Most patients with a BMI of over 40 suffer fro...      1\n",
       " 289998  Public Health England (PHE) has previously sug...      2\n",
       " 289999  Excess weight may make it more difficult for t...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 150:                                                 sentences  polit\n",
       " 290000      Starved of oxygen, organs will begin to fail.      2\n",
       " 290001  But other experts have disagreed with this the...      2\n",
       " 290002  There are several other factors that may incre...      1\n",
       " 290003  Studies have shown that physical activity incr...      1\n",
       " 290004  Clogged up arteries also make it hard for bloo...      1\n",
       " ...                                                   ...    ...\n",
       " 290595  The Bedford, New York native mentioned the Gia...      1\n",
       " 290596  (The Steelers remained undefeated at 11-0 head...      1\n",
       " 290597  At the beginning of the season it was pretty d...      1\n",
       " 290598  Mara also spoke to Ellen about her latest proj...      1\n",
       " 290599  Ties: Paternal great-grandfather Timothy Mara ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 151:                                                 sentences  polit\n",
       " 290600  Comeback: The Bedford, New York native mention...      1\n",
       " 290601  She said that due to the show's racy nature sh...      1\n",
       " 290602  They’ll say things like, \"Yeah, we only had to...      2\n",
       " 290603                                                 so      1\n",
       " 290604                                              yeah,      1\n",
       " ...                                                   ...    ...\n",
       " 291195  Chrishell Stause, 39, beamed as she arrived fo...      1\n",
       " 291196  Pro dancer Sharna Burgess, 35, showed her tone...      1\n",
       " 291197  The Dancing With The Stars celebs were out aft...      1\n",
       " 291198  TV star: Chrishell Stause arrived for rehearsa...      1\n",
       " 291199  Guess it went well: Chrishell left rehearsals ...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 152:                                                 sentences  polit\n",
       " 291200  The actor was participating in the dance compe...      1\n",
       " 291201  He has since been keeping busy as a judge on N...      1\n",
       " 291202  Carrie Ann Inaba and Bruno Tomoli will return ...      1\n",
       " 291203  This season had already gone through several s...      1\n",
       " 291204                                     Back for more:      1\n",
       " ...                                                   ...    ...\n",
       " 291795  Yes, those four have the potential to really h...      1\n",
       " 291796  However, there are issues over Greenwood right...      2\n",
       " 291797  United are not a good enough team to dominate ...      1\n",
       " 291798  So as a counter-attacking team, pace is their ...      1\n",
       " 291799  Solskjaer must look to harness his Fab Four wi...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 153:                                                 sentences  polit\n",
       " 291800  If he gets away from that and looks regularly ...      1\n",
       " 291801  Mata is a fine ball-player but is a yard too s...      1\n",
       " 291802                                                 7)      1\n",
       " 291803              IF MONEY'S NO OBJECT, WHO DO YOU BUY?      1\n",
       " 291804                                                CW:      1\n",
       " ...                                                   ...    ...\n",
       " 292395  Happy anniversary my beautiful sweet girl' New...      1\n",
       " 292396  The song appears to be about how his marriage ...      1\n",
       " 292397  He previous teased the song on Twitter, as he ...      1\n",
       " 292398                                        New single.      1\n",
       " 292399                                      It’s begins.'      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 154:                                                 sentences  polit\n",
       " 292400  The Canadian pop star plays a laid-off oil rig...      1\n",
       " 292401  Although the message doesn't quite land visual...      1\n",
       " 292402  He sings: 'Runnin' to the altar like a track s...      1\n",
       " 292403  Former FBI agent Peter Strzok said Sunday that...      2\n",
       " 292404  I believed at the time in 2016 and I continue ...      2\n",
       " ...                                                   ...    ...\n",
       " 292995  Even in the 1970s, and through the ’80s, when ...      1\n",
       " 292996  It was culturally on top of its game — home to...      2\n",
       " 292997  And it was probably the food capital of the U....      1\n",
       " 292998  Not in any pandemic, war, financial crisis, ne...      2\n",
       " 292999  In the middle of the polio epidemic, when litt...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 155:                                                 sentences  polit\n",
       " 293000  THE END OF NYC CULTURE One of the things that ...      1\n",
       " 293001  Now, all entertainment venues are closed for t...      1\n",
       " 293002                                        I love NYC.      1\n",
       " 293003  When I first moved to NYC, it was a dream come...      1\n",
       " 293004  Every corner was like a theater production hap...      2\n",
       " ...                                                   ...    ...\n",
       " 293595  The eyebrow-raising article by Graeme Wood com...      2\n",
       " 293596  ‘Giving the peace prize to no one at all is a ...      2\n",
       " 293597  ‘The record of achievement of the peace laurea...      2\n",
       " 293598    Wood added: ‘Peace had its chance, and blew it.      1\n",
       " 293599           ‘The Trump nomination...helps show why.’      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 156:                                                 sentences  polit\n",
       " 293600            People reacted angrily on social media.      2\n",
       " 293601  One Twitter user wrote: ‘Graeme Wood and Jeffr...      2\n",
       " 293602                            ‘I mean, they’re right.      2\n",
       " 293603  But they should make their motivations less ob...      2\n",
       " 293604  Another Twitter user tweeted: 'The Atlantic wa...      2\n",
       " ...                                                   ...    ...\n",
       " 294195  Was this another blockbuster PR attack in the ...      1\n",
       " 294196  We had been here before: Andrew Morton's book,...      1\n",
       " 294197  Most of these were sleight of hand programming...      1\n",
       " 294198  An example from 1993 makes the point: pictures...      1\n",
       " 294199  These discreetly stage-managed snapshots of Di...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 157:                                                 sentences  polit\n",
       " 294200  But a TV broadcast, with all its variable fact...      2\n",
       " 294201  I always believed — and told her so — that her...      2\n",
       " 294202  But I knew she still loved the idea of making ...      2\n",
       " 294203                        And she knew I disapproved.      1\n",
       " 294204  That's probably why she'd kept this a secret f...      1\n",
       " ...                                                   ...    ...\n",
       " 294795  Diabetes, motor neurone disease and high blood...      1\n",
       " 294796  That's according to research by the University...      1\n",
       " 294797  The study team examined the outcomes of 215 pa...      2\n",
       " 294798                          Eighty-six patients died.      2\n",
       " 294799  Frailty take into account factors such as such...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 158:                                                 sentences  polit\n",
       " 294800  In any patient as age and frailty increase, so...      2\n",
       " 294801  The Clinical Frailty Scale scores people who a...      2\n",
       " 294802  The study showed that 100 per cent of patients...      2\n",
       " 294803  Some 42 per cent of patients with a score of 5...      2\n",
       " 294804  Dr Rajkumar Chinnadurai, a research associate ...      2\n",
       " ...                                                   ...    ...\n",
       " 295395  Pictured: The lab in Febuary 2017 Beijing reje...      2\n",
       " 295396  Most scientists are in agreement, although hav...      2\n",
       " 295397                        WHAT ARE ZOONOTIC DISEASES?      2\n",
       " 295398  Zoonotic diseases are those that are able to p...      1\n",
       " 295399  The infecting agent - called a pathogen - in t...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 159:                                                 sentences  polit\n",
       " 295400  They range in potency, and are often less dang...      1\n",
       " 295401  In order to be successful they rely on long an...      1\n",
       " 295402  Covid-19 (suspected) Covid-19 is the disease c...      2\n",
       " 295403  It already has had its genome compared to the ...      2\n",
       " 295404  SARS-CoV-2 appears to be a recent mix, or gene...      1\n",
       " ...                                                   ...    ...\n",
       " 295995  For example, you would have to eat 2,000 almon...      1\n",
       " 295996  Ice on a sprain delays healing More than 300,0...      1\n",
       " 295997  You can bet that one of the first things they ...      1\n",
       " 295998                    But this is the wrong response.      2\n",
       " 295999  Ankle sprains injure three ligaments that stab...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 160:                                                 sentences  polit\n",
       " 296000  If the ligaments don’t heal fully, it can caus...      1\n",
       " 296001  This affects up to a third of people with seve...      1\n",
       " 296002    So the first few days of treatment are crucial.      2\n",
       " 296003  The myth about icing gained official backing w...      1\n",
       " 296004                    Ice became the go-to treatment.      1\n",
       " ...                                                   ...    ...\n",
       " 296595                                                  '      1\n",
       " 296596  I don't even know who's playing in the finals,...      1\n",
       " 296597     I don't know anybody that's watching the NBA.'      1\n",
       " 296598  Last week, Trump suggested the sports legend –...      2\n",
       " 296599  LeBron is a spokesman for the Democratic party...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 161:                                                 sentences  polit\n",
       " 296600                'I don't know him, I never met him.      1\n",
       " 296601  In August, Lebron hit back at Trump and said: ...      1\n",
       " 296602                      And that's all I got to say.'      1\n",
       " 296603  He is pictured celebrating on Sunday 'Because,...      1\n",
       " 296604                 and he's a great basketball player      1\n",
       " ...                                                   ...    ...\n",
       " 297195  She's not a regular mom, she's a cool mom: Tis...      1\n",
       " 297196  In keeping with her vintage sound, the Grammy-...      1\n",
       " 297197  She dropped the much loved cover 'by popular d...      1\n",
       " 297198                                            Listen!      1\n",
       " 297199  In keeping with her vintage sound, the Grammy-...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 162:                                                 sentences  polit\n",
       " 297200  The ex-wife of Liam Hemsworth slipped into a p...      1\n",
       " 297201  She accessorized with a black top hat that mat...      1\n",
       " 297202  Looking fab: Miley was spotted in a fashionabl...      1\n",
       " 297203  The niece of 9/11 mastermind Osama bin Laden c...      2\n",
       " 297204  Noor bin Ladin, 33, warned that if Joe Biden i...      2\n",
       " ...                                                   ...    ...\n",
       " 297795  There can't be guys standing up that wanna fight.      1\n",
       " 297796    You can't throw bricks at people with shields.'      1\n",
       " 297797  Self-declared anti-fascist activist Michael Re...      2\n",
       " 297798  At least four officers, including two Pierce C...      1\n",
       " 297799  Reinoehl appeared to confess to Danielson's de...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 163:                                                 sentences  polit\n",
       " 297800  In the video, Reinoehl said he had acted in se...      2\n",
       " 297801                                   I had no choice.      1\n",
       " 297802                         I mean, I, I had a choice.      2\n",
       " 297803  I could have sat there and watched them kill a...      1\n",
       " 297804           But I wasn't going to do that,' he said.      1\n",
       " ...                                                   ...    ...\n",
       " 298395  But the marriage appeared to become strained a...      1\n",
       " 298396  They continue to co-parent their children - so...      1\n",
       " 298397  The exes reunited to celebrate Halloween toget...      1\n",
       " 298398  Cavallari shared a photo to social media showi...      1\n",
       " 298399  The reality star has also recently said she pl...      1\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 164:                                                 sentences  polit\n",
       " 298400  In September, she spoke to people about the di...      2\n",
       " 298401  We tried really, really hard for years and years.      1\n",
       " 298402        It was the hardest decision I've ever made.      1\n",
       " 298403  I still care so much about him and talk to him...      2\n",
       " 298404  Each week throughout the 2020-21 season, Sport...      1\n",
       " ...                                                   ...    ...\n",
       " 298995  This will create a larger susceptible populati...      2\n",
       " 298996  Seasonal flu, for instance, changes rapidly vi...      1\n",
       " 298997  But flu's mortality rate is less than 0.1 per ...      2\n",
       " 298998  This is the main reason Covid-19 has been so r...      2\n",
       " 298999  Flu also benefits from an element of herd immu...      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 165:                                                 sentences  polit\n",
       " 299000  Therefor, they have developed their own protec...      2\n",
       " 299001  The annual flu vaccine is given to vulnerable ...      2\n",
       " 299002  These graphs show the forecasts for RSV cases ...      1\n",
       " 299003  The blue dotted line represents the number of ...      1\n",
       " 299004  It spikes after the grey shaded area, which is...      2\n",
       " ...                                                   ...    ...\n",
       " 299595              West said when getting on the call. '      1\n",
       " 299596                       I'm the head of everything.'      1\n",
       " 299597  West then 'expressed anguish about abortion,' ...      2\n",
       " 299598  However, his position isn't classically conser...      2\n",
       " 299599           You can't do that,' he told The Times. '      2\n",
       " \n",
       " [600 rows x 2 columns],\n",
       " 166:                                                 sentences  polit\n",
       " 299600  I don't want to ban or stop or point fingers o...      1\n",
       " 299601  He said he wants 'stipends for families that n...      2\n",
       " 299602  In later communication with the paper, West ig...      2\n",
       " 299603  The first question is incorrect as I am alread...      2\n",
       " 299604  John Boyd, a music manager who is advising Wes...      1\n",
       " ...                                                   ...    ...\n",
       " 300195  She opened up about her weeks-long battle with...      2\n",
       " 300196                                      Long hauler':      1\n",
       " 300197  On Saturday she shared a selfie wearing a rain...      2\n",
       " 300198  This was me on April 2nd after being sick for ...      2\n",
       " 300199                I had never been this kind of sick.      1\n",
       " \n",
       " [600 rows x 2 columns]}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import joblib\n",
    "import re\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.svm import LinearSVC, SVC\n",
    "import torch\n",
    "import transformers as tfs\n",
    "import warnings\n",
    "import string\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "# test set\n",
    "comp = re.compile('[^A-Z^a-z^0-9^ ]')\n",
    "splits=600\n",
    "start = 500000\n",
    "end = 711580\n",
    "sets = range(start,end,splits)\n",
    "sents={}\n",
    "lr_clf = joblib.load('../models/lr_clf.clf')\n",
    "model_class, tokenizer_class, pretrained_weights = (tfs.BertModel, tfs.BertTokenizer, 'bert-base-uncased')\n",
    "tokenizer = tokenizer_class.from_pretrained(pretrained_weights)\n",
    "model = model_class.from_pretrained(pretrained_weights)\n",
    "for (index,i) in enumerate(tqdm(sets)):\n",
    "    \n",
    "    pc = r\"\\d+\\.?\\d*\"\n",
    "    regex = re.compile('[%s]' % re.escape(string.punctuation+'”“’�—–≥≤€‘…°'))\n",
    "    demo = test_data['sentences'][i:i+splits].apply(lambda w:' '.join([regex.sub('',re.sub(pc,'',' '.join\n",
    "                                                                                       (WordNetLemmatizer().lemmatize(word.lower()).split()))) \n",
    "                                                                   for word in str(w).split() if word not in (stop)]))\n",
    "    test_tokenized = demo.apply((lambda x: tokenizer.encode(x, add_special_tokens=True,max_length=77,truncation=True)))\n",
    "    test_max_len = 0\n",
    "    for j in test_tokenized.values:\n",
    "        if len(j) > test_max_len:\n",
    "            test_max_len = len(j)\n",
    "    test_padded = np.array([j + [0] * (test_max_len-len(j)) for j in test_tokenized.values]) #add 0 sufix\n",
    "    print(\"test set shape:\",test_padded.shape)\n",
    "\n",
    "    test_attention_mask = np.where(test_padded != 0, 1, 0)\n",
    "\n",
    "    test_input_ids = torch.tensor(test_padded).long()\n",
    "    test_attention_mask = torch.tensor(test_attention_mask).long()\n",
    "    with torch.no_grad():\n",
    "        test_last_hidden_states = model(test_input_ids, attention_mask=test_attention_mask)\n",
    "    print(test_last_hidden_states[0].size())\n",
    "    test_features = test_last_hidden_states[0][:,0,:].numpy()\n",
    "    y_pred = lr_clf.predict(test_features)\n",
    "    sents[index] = pd.DataFrame({'sentences': test_data['sentences'][i:i+splits],'polit':y_pred})\n",
    "    if index%splits==0:\n",
    "        joblib.dump(sents,'../data/test/sentsv3'+str(index)+'.data')\n",
    "\n",
    "sents\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_set = pd.concat(sents,axis=0,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentences</th>\n",
       "      <th>polit</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>Last week, Kim took to Instagram following Kan...</td>\n",
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       "      <td>The rapper tweeted: 'I would like to apologize...</td>\n",
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       "      <td>Kim I want to say I know I hurt you.</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Please forgive me.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>100195</th>\n",
       "      <td>She opened up about her weeks-long battle with...</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>100196</th>\n",
       "      <td>Long hauler':</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100197</th>\n",
       "      <td>On Saturday she shared a selfie wearing a rain...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100198</th>\n",
       "      <td>This was me on April 2nd after being sick for ...</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>100199</th>\n",
       "      <td>I had never been this kind of sick.</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                sentences  polit\n",
       "0       Last week, Kim took to Instagram following Kan...      1\n",
       "1       The rapper tweeted: 'I would like to apologize...      1\n",
       "2       I did not cover her like she has covered me.to...      1\n",
       "3                    Kim I want to say I know I hurt you.      2\n",
       "4                                      Please forgive me.      2\n",
       "...                                                   ...    ...\n",
       "100195  She opened up about her weeks-long battle with...      2\n",
       "100196                                      Long hauler':      1\n",
       "100197  On Saturday she shared a selfie wearing a rain...      2\n",
       "100198  This was me on April 2nd after being sick for ...      2\n",
       "100199                I had never been this kind of sick.      1\n",
       "\n",
       "[100200 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_set "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_set.to_csv('../data/testv3dataset.csv',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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